VLSI Designs for High-Speed Huffman Decoder. - Shih-Fu Chang; David G. Messerschmitt (ICCD, 1991)

Compositing motion-compensated video within the network. - Shih-Fu Chang; David G. Messerschmitt (Comput. Commun. Rev., 1992)

Designing high-throughput VLC decoder. I. Concurrent VLSI architectures. - Shih-Fu Chang; David G. Messerschmitt (IEEE Trans. Circuits Syst. Video Technol., 1992)

A new approach to decoding and compositing motion-compensated DCT-based images. - Shih-Fu Chang; David G. Messerschmitt (ICASSP (5), 1993)

Transform Coding of Arbitrarily-Shaped Image Segments. - Shih-Fu Chang; David G. Messerschmitt (ACM Multimedia, 1993)

Transform Features for Texture Classification and Discrimination in Large Image Databases. - John R. Smith; Shih-Fu Chang (ICIP (3), 1994)

Error Accumulation of Repetitive Image Coding. - Shih-Fu Chang; Alexandros Eleftheriadis (ISCAS, 1994)

Quad-Tree Segmentation for Texture-Based Image Query. - Jonathan M. Smith; Shih-Fu Chang (ACM Multimedia, 1994)

Frequency and spatially adaptive wavelet packets. - John R. Smith; Shih-Fu Chang (ICASSP, 1995)

Compressed-domain techniques for image/video indexing and manipulation. - Shih-Fu Chang (ICIP, 1995)

Single color extraction and image query. - John R. Smith; Shih-Fu Chang (ICIP (3), 1995)

Scalable MPEG2 Video Servers with Heterogeneous QoS on Parallel Disk Arrays. - Seungyup Paek; Paul Bocheck; Shih-Fu Chang (NOSSDAV, 1995)

Exploring Functionalities in the Compressed Image/Video Domain. - Shih-Fu Chang (ACM Comput. Surv., 1995)

Manipulation and Compositing of MC-DCT Compressed Video. - Shih-Fu Chang; David G. Messerschmitt (IEEE J. Sel. Areas Commun., 1995)

Hybrid Block-Based/Segment-Based Video Compression at very Low Bitrate. - Chung-Tao Chu; Dimitris Anastassiou; Shih-Fu Chang (Data Compression Conference, 1996)

Efficient Techniques for Feature-Based Image/Video Access and Manipulation. - Shih-Fu Chang; John R. Smith; Jianhao Meng (Data Processing Clinic, 1996)

Automated binary texture feature sets for image retrieval. - John R. Smith; Shih-Fu Chang (ICASSP, 1996)

A content based video traffic model using camera operations. - Paul Bocheck; Shih-Fu Chang (ICIP (2), 1996)

A robust content based digital signature for image authentication. - Marc Schneider; Shih-Fu Chang (ICIP (3), 1996)

Local color and texture extraction and spatial query. - John R. Smith; Shih-Fu Chang (ICIP (3), 1996)

Video Server Retrieval Scheduling for Variable Bit Rate Scalable Video. - Seungyup Paek; Shih-Fu Chang (ICMCS, 1996)

CVEPS - A Compressed Video Editing and Parsing System. - Jianhao Meng; Shih-Fu Chang (ACM Multimedia, 1996)

VisualSEEk: A Fully Automated Content-Based Image Query System. - John R. Smith; Shih-Fu Chang (ACM Multimedia, 1996)

Tools for Compressed-Domain Video Indexing and Editing. - Jianhao Meng; Shih-Fu Chang (Storage and Retrieval for Image and Video Databases (SPIE), 1996)

Tools and Techniques for Color Image Retrieval. - John R. Smith; Shih-Fu Chang (Storage and Retrieval for Image and Video Databases (SPIE), 1996)

Clustering Methods for Video Browsing and Annotation. - Di Zhong; HongJiang Zhang; Shih-Fu Chang (Storage and Retrieval for Image and Video Databases (SPIE), 1996)

Development of Columbia's video on demand testbed. - Shih-Fu Chang; Alexandros Eleftheriadis; Dimitris Anastassiou (Signal Process. Image Commun., 1996)

Columbia Digital News System An Environment for Briefing and Search over Multimedia Information. - Alfred V. Aho; Shih-Fu Chang; Kathleen R. McKeown; Dragomir R. Radev; John R. Smith; Kazi A. Zaman (ADL, 1997)

Exploring Image Functionalities in WWW Applications- Development of Image/Video Search and Editing Engines. - Shih-Fu Chang; John R. Smith; Horace J. Meng (ICIP (3), 1997)

Joint adaptive space and frequency basis selection. - John R. Smith; Shih-Fu Chang (ICIP (3), 1997)

Spatio-Temporal Video Search Using the Object-Based Video Representation. - Di Zhong; Shih-Fu Chang (ICIP (1), 1997)

VideoQ: An Automated Content Based Video Search System Using Visual Cues. - Shih-Fu Chang; William Chen 001; Horace J. Meng; Hari Sundaram; Di Zhong (ACM Multimedia, 1997)

A distributed system for editing and browsing compressed video over the network. - Horace J. Meng; Di Zhong; Shih-Fu Chang (MMSP, 1997)

WebClip: a WWW video editing/browsing system. - Horace J. Meng; Di Zhong; Shih-Fu Chang (MMSP, 1997)

SaFe: a general framework for integrated spatial and feature image search. - John R. Smith; Shih-Fu Chang (MMSP, 1997)

Enhancing image search engines in visual information environments. - John R. Smith; Shih-Fu Chang (MMSP, 1997)

Image and Video Search Engine for the World Wide Web. - John R. Smith; Shih-Fu Chang (Storage and Retrieval for Image and Video Databases (SPIE), 1997)

Visual Information Retrieval from Large Distributed Online Repositories. - Shih-Fu Chang; John R. Smith; Mandis Beigi; Ana B. Benitez (Commun. ACM, 1997)

Finding Images/Video in Large Archives: Columbia's Content-Based Visual Query Project. - Shih-Fu Chang; John R. Smith; Horace J. Meng; Hualu Wang; Di Zhong (D Lib Mag., 1997)

Visually Searching the Web for Content. - John R. Smith; Shih-Fu Chang (IEEE Multim., 1997)

Columbia Digital News Project: An Environment for Briefing and Search over Multimedia Information. - Alfred V. Aho; Shih-Fu Chang; Kathleen R. McKeown; Dragomir R. Radev; John R. Smith; Kazi A. Zaman (Int. J. Digit. Libr., 1997)

Guest Editorial. - Shih-Fu Chang; Dimitris Anastassiou; Alexandros Eleftheriadis; John V. Pavlik (Multim. Tools Appl., 1997)

Columbia's VoD and Multimedia Research Testbed with Heterogeneous Network Support. - Shih-Fu Chang; Alexandros Eleftheriadis; Dimitris Anastassiou; Stephen Jacobs; Hari Kalva; Javier Zamora (Multim. Tools Appl., 1997)

DAVIC and Interoperability Experiments. - Hari Kalva; Shih-Fu Chang; Alexandros Eleftheriadis (Multim. Tools Appl., 1997)

Hybrid object-based/block-based coding in video compression at very low bit-rate. - Chung-Tao Chu; Dimitris Anastassiou; Shih-Fu Chang (Signal Process. Image Commun., 1997)

Content-based indexing and retrieval of visual information. - Shih-Fu Chang (IEEE Signal Process. Mag., 1997)

A highly efficient system for automatic face region detection in MPEG video. - Hualu Wang; Shih-Fu Chang (IEEE Trans. Circuits Syst. Video Technol., 1997)

Digital image/video library and MPEG-7: standardization and research issues. - Yong Rui; Thomas S. Huang; Shih-Fu Chang (ICASSP, 1998)

Semantic Visual Templates: Linking Visual Features to Semantics. - Shih-Fu Chang; William Chen 001; Hari Sundaram (ICIP (3), 1998)

Embedding Visible Video Watermarks in the Compressed Domain. - Jianhao Meng; Shih-Fu Chang (ICIP (1), 1998)

Video Transcoding for Resilience in Wireless Channels. - Gustavo de los Reyes; Amy R. Reibman; Justin C.-I. Chuang; Shih-Fu Chang (ICIP (1), 1998)

AMOS: An Active System for MPEG-4 Video Object Segmentation. - Di Zhong; Shih-Fu Chang (ICIP (2), 1998)

MetaSEEk: A Content-Based Metasearch Engine for Images. - Mandis Beigi; Ana B. Benitez; Shih-Fu Chang (Storage and Retrieval for Image and Video Databases (SPIE), 1998)

Robust Image Authentication Method Surviving JPEG Lossy Compression. - Ching-Yung Lin; Shih-Fu Chang (Storage and Retrieval for Image and Video Databases (SPIE), 1998)

VideoQ: a fully automated video retrieval system using motion sketches. - Shih-Fu Chang; William Chen 001; Hari Sundaram (WACV, 1998)

High Performance Digital Video Servers: Storage and Retrieval of Compressed Scalable Video. - Seungyup Paek; Shih-Fu Chang (Adv. Comput., 1998)

Generating Multimedia Briefings: Coordinating Language and Illustration. - Kathleen R. McKeown; Steven Feiner; Mukesh Dalal; Shih-Fu Chang (Artif. Intell., 1998)

Using Relevance Feedback in Content-Based Image Metasearch. - Ana B. Benitez; Mandis Beigi; Shih-Fu Chang (IEEE Internet Comput., 1998)

Special Issue on Image Technology for World Wide Web Applications: Guest Editors' Comments. - Shih-Fu Chang; Ping Wah Wong; Hong-Jiang Zhang (J. Vis. Commun. Image Represent., 1998)

Next-generation content representation, creation, and searching for new-media applications in education. - Shih-Fu Chang; Alexandros Eleftheriadis; Robert McClintock (Proc. IEEE, 1998)

Database Research at Columbia University. - Shih-Fu Chang; Luis Gravano; Gail E. Kaiser; Kenneth A. Ross; Salvatore J. Stolfo (SIGMOD Rec., 1998)

Effective algorithms for video transmission over wireless channels. - Pankaj Batra; Shih-Fu Chang (Signal Process. Image Commun., 1998)

A fully automated content-based video search engine supporting spatiotemporal queries. - Shih-Fu Chang; William Chen 001; Horace J. Meng; Hari Sundaram; Di Zhong (IEEE Trans. Circuits Syst. Video Technol., 1998)

Region Feature Based Similarity Searching of Semantic Video Objects. - Di Zhong; Shih-Fu Chang (ICIP (2), 1999)

Multimedia access and retrieval: the state of the art and future directions (panel session). - Shih-Fu Chang; Gwendal Auffret; Jonathan Foote; Chung-Sheng Li; Behzad Shahraray; Tanveer Fathima Syeda-Mahmood; HongJiang Zhang (ACM Multimedia (1), 1999)

Model-based classification of visual information for content-based retrieval. - Alejandro Jaimes; Shih-Fu Chang (Storage and Retrieval for Image and Video Databases (SPIE), 1999)

Efficient video sequence retrieval in large repositories. - Hari Sundaram; Shih-Fu Chang (Storage and Retrieval for Image and Video Databases (SPIE), 1999)

Issues and solutions for authenticating MPEG video. - Ching-Yung Lin; Shih-Fu Chang (Security and Watermarking of Multimedia Contents, 1999)

GUEST EDITORS' INTRODUCTION: Content-Based Access of Image and Video Libraries. - Alberto Del Bimbo; Vittorio Castelli; Shih-Fu Chang; Chung-Sheng Li (Comput. Vis. Image Underst., 1999)

Image Retrieval: Current Techniques, Promising Directions, and Open Issues. - Yong Rui; Thomas S. Huang; Shih-Fu Chang (J. Vis. Commun. Image Represent., 1999)

Editorial: Content-Processing for Video Browsing, Retrieval, and Editing. - Shih-Fu Chang; HongJiang Zhang (Multim. Syst., 1999)

Searching and Editing MPEG-Compressed Video in a Distributed Online Environment. - Horace J. Meng; Di Zhong; Shih-Fu Chang (Multim. Syst., 1999)

Integrated Spatial and Feature Image Query. - John R. Smith; Shih-Fu Chang (Multim. Syst., 1999)

Objective and subjective quality of service performance of video-on-demand in ATM-WAN. - Javier Zamora; Dimitris Anastassiou; Shih-Fu Chang; Leonard W. Ulbricht (Signal Process. Image Commun., 1999)

Introduction to the special issue on object-based video coding and description. - Fernando Pereira 001; Shih-Fu Chang; Rob Koenen; Atul Puri; Olivier Avaro (IEEE Trans. Circuits Syst. Video Technol., 1999)

An integrated approach for content-based video object segmentation and retrieval. - Di Zhong; Shih-Fu Chang (IEEE Trans. Circuits Syst. Video Technol., 1999)

Audio scene segmentation using multiple features, models and time scales. - Hari Sundaram; Shih-Fu Chang (ICASSP, 2000)

Discovering Recurrent Visual Semantics in Consumer Photographs. - Alejandro Jaimes; Ana B. Benitez; Shih-Fu Chang; Alexander C. Loui (ICIP, 2000)

Experiments in Constructing Belief Networks for Image Classification Systems. - Seungyup Paek; Shih-Fu Chang (ICIP, 2000)

Structural and Semantic Analysis of Video. - Shih-Fu Chang; Hari Sundaram (IEEE International Conference on Multimedia and Expo (II), 2000)

Generating Semantic Visual Templates for Video Databases. - William Chen 001; Shih-Fu Chang (IEEE International Conference on Multimedia and Expo (III), 2000)

A Knowledge Engineering Approach for Image Classification based on Probabilistic Reasoning Systems. - Seungyup Paek; Shih-Fu Chang (IEEE International Conference on Multimedia and Expo (II), 2000)

Image Retrieval with Sketches and Compositions. - Raj Kumar Rajendran; Shih-Fu Chang (IEEE International Conference on Multimedia and Expo (II), 2000)

Video Scene Segmentation using Video and Audio Features. - Hari Sundaram; Shih-Fu Chang (IEEE International Conference on Multimedia and Expo (II), 2000)

Principles and applications of content-aware video communication. - Shih-Fu Chang; Paul Bocheck (ISCAS, 2000)

Determining computable scenes in films and their structures using audio-visual memory models. - Hari Sundaram; Shih-Fu Chang (ACM Multimedia, 2000)

Motion trajectory matching of video objects. - William Chen 001; Shih-Fu Chang (Storage and Retrieval for Media Databases, 2000)

Automatic selection of visual features and classifiers. - Alejandro Jaimes; Shih-Fu Chang (Storage and Retrieval for Media Databases, 2000)

Semifragile watermarking for authenticating JPEG visual content. - Ching-Yung Lin; Shih-Fu Chang (Security and Watermarking of Multimedia Contents, 2000)

VQ-based digital signature scheme for multimedia content authentication. - Qibin Sun; Di Zhong; Shih-Fu Chang; Jiankang Wu; Arcot Desai Narasimhalu (Security and Watermarking of Multimedia Contents, 2000)

Error-resilient transcoding for video over wireless channels. - Gustavo de los Reyes; Amy R. Reibman; Shih-Fu Chang; Justin C.-I. Chuang (IEEE J. Sel. Areas Commun., 2000)

Object-based multimedia content description schemes and applications for MPEG-7. - Ana B. Benitez; Seungyup Paek; Shih-Fu Chang; Atul Puri; Qian Huang; John R. Smith; Chung-Sheng Li; Lawrence D. Bergman; Charles N. Judice (Signal Process. Image Commun., 2000)

A practical methodology for guaranteeing quality of service for video-on-demand. - Shih-Fu Chang; Alexandros Eleftheriadis; Dimitris Anastassiou; Stephen Jacobs; Javier Zamora (IEEE Trans. Circuits Syst. Video Technol., 2000)

Video-server retrieval scheduling and resource reservation for variable bit rate scalable video. - Seungyup Paek; Shih-Fu Chang (IEEE Trans. Circuits Syst. Video Technol., 2000)

MPEG-7 MDS Content Description Tools and Applications. - Ana B. Benitez; Di Zhong; Shih-Fu Chang; John R. Smith (CAIP, 2001)

Using human observer eye movements in automatic image classifiers. - Alejandro Jaimes; Jeff B. Pelz; Tim Grabowski; Jason S. Babcock; Shih-Fu Chang (Human Vision and Electronic Imaging, 2001)

VISMap: an interactive image/video retrieval system using visualization and concept maps. - William Chen 001; Shih-Fu Chang (ICIP (3), 2001)

Zero-error information hiding capacity of digital images. - Ching-Yung Lin; Shih-Fu Chang (ICIP (3), 2001)

Long-term moving object segmentation and tracking using spatio-temporal consistency. - Di Zhong; Shih-Fu Chang (ICIP (2), 2001)

Condensing Computable Scenes Using Visual Complexity And Film Syntax Analysis. - Hari Sundaram; Shih-Fu Chang (ICME, 2001)

Algorithms And System For Segmentation And Structure Analysis In Soccer Video. - Peng Xu; Lexing Xie; Shih-Fu Chang; Ajay Divakaran; Anthony Vetro; Huifang Sun (ICME, 2001)

Structure Analysis of Sports Video Using Domain Models. - Di Zhong; Shih-Fu Chang (ICME, 2001)

Watermarking Capacity of Digital Images Based on Domain-Specific Masking Effects. - Ching-Yung Lin; Shih-Fu Chang (ITCC, 2001)

View segmentation and static/dynamic summary generation for echocardiogram videos. - Shahram Ebadollahi; Shih-Fu Chang (JCDL, 2001)

PERSIVAL, a system for personalized search and summarization over multimedia healthcare information. - Kathleen R. McKeown; Shih-Fu Chang; James J. Cimino; Steven Feiner; Carol Friedman; Luis Gravano; Vasileios Hatzivassiloglou; Steven Johnson; Desmond A. Jordan; Judith Klavans; André Kushniruk; Vimla L. Patel; et al. (JCDL, 2001)

IMKA: a multimedia organization system combining perceptual and semantic knowledge. - Ana B. Benitez; Shih-Fu Chang; John R. Smith (ACM Multimedia, 2001)

SARI: self-authentication-and-recovery image watermarking system. - Ching-Yung Lin; Shih-Fu Chang (ACM Multimedia, 2001)

Real-time personalized sports video filtering and summarization. - Di Zhong; Raj Kumar; Shih-Fu Chang (ACM Multimedia, 2001)

Learning Structured Visual Detectors from User Input at Multiple Levels. - Alejandro Jaimes; Shih-Fu Chang (Int. J. Image Graph., 2001)

A conceptual framework and empirical research for classifying visual descriptors. - Corinne Jörgensen; Alejandro Jaimes; Ana B. Benitez; Shih-Fu Chang (J. Assoc. Inf. Sci. Technol., 2001)

Introduction to the special issue on MPEG-7. - Shih-Fu Chang; Atul Puri; Thomas Sikora; HongJiang Zhang (IEEE Trans. Circuits Syst. Video Technol., 2001)

Overview of the MPEG-7 standard. - Shih-Fu Chang; Thomas Sikora; Atul Puri (IEEE Trans. Circuits Syst. Video Technol., 2001)

A robust image authentication method distinguishing JPEG compression from malicious manipulation. - Ching-Yung Lin; Shih-Fu Chang (IEEE Trans. Circuits Syst. Video Technol., 2001)

A robust and secure media signature scheme for JPEG images. - Qibin Sun; Qi Tian 002; Shih-Fu Chang (IEEE Workshop on Multimedia Signal Processing, 2002)

Structure analysis of soccer video with hidden Markov models. - Lexing Xie; Shih-Fu Chang; Ajay Divakaran; Huifang Sun (ICASSP, 2002)

Echocardiogram videos: summarization, temporal segmentation and browsing. - Shahram Ebadollahi; Shih-Fu Chang; Henry D. Wu (ICIP (1), 2002)

Semi-fragile image authentication using generic wavelet domain features and ECC. - Qibin Sun; Shih-Fu Chang (ICIP (2), 2002)

A quantitative semi-fragile JPEG2000 image authentication system. - Qibin Sun; Shih-Fu Chang; Kurato Maeno; Masayuki Suto (ICIP (2), 2002)

Video skims: taxonomies and an optimal generation framework. - Hari Sundaram; Shih-Fu Chang (ICIP (2), 2002)

General and domain-specific techniques for detecting and recognizing superimposed text in video. - DongQing Zhang; Raj Kumar Rajendran; Shih-Fu Chang (ICIP (1), 2002)

Perceptual knowledge construction from annotated image collections. - Ana B. Benitez; Shih-Fu Chang (ICME (1), 2002)

Semantic knowledge construction from annotated image collections. - Ana B. Benitez; Shih-Fu Chang (ICME (2), 2002)

FGS+: optimizing the joint SNR-temporal video quality in MPEG-4 fine grained scalable coding. - Raj Kumar Rajendran; Mihaela van der Schaar; Shih-Fu Chang (ISCAS (1), 2002)

Multimedia Knowledge Integration, Summarization And Evaluation. - Ana B. Benitez; Shih-Fu Chang (MDM/KDD, 2002)

Duplicate detection in consumer photography and news video. - Alejandro Jaimes; Shih-Fu Chang; Alexander C. Loui (ACM Multimedia, 2002)

A utility framework for the automatic generation of audio-visual skims. - Hari Sundaram; Lexing Xie; Shih-Fu Chang (ACM Multimedia, 2002)

Event detection in baseball video using superimposed caption recognition. - DongQing Zhang; Shih-Fu Chang (ACM Multimedia, 2002)

New semifragile image authentication watermarking techniques using random bias and nonuniform quantization. - Kurato Maeno; Qibin Sun; Shih-Fu Chang; Masayuki Suto (Security and Watermarking of Multimedia Contents, 2002)

The Holy Grail of Content-Based. - Shih-Fu Chang (IEEE Multim., 2002)

Special issue on multimedia adaptation. - Fernando Pereira 001; Ian S. Burnett; Shih-Fu Chang (Signal Process. Image Commun., 2002)

Computable scenes and structures in films. - Hari Sundaram; Shih-Fu Chang (IEEE Trans. Multim., 2002)

A Bayesian Framework for Fusing Multiple Word Knowledge Models in Videotext Recognition. - DongQing Zhang; Shih-Fu Chang (CVPR (2), 2003)

Content-based video summarization and adaptation for ubiquitous media access. - Shih-Fu Chang (ICIAP, 2003)

Image classification using multimedia knowledge networks. - Ana B. Benitez; Shih-Fu Chang (ICIP (3), 2003)

Content-based utility function prediction for real-time MPEG-4 video transcoding. - Yong Wang; Jae-Gon Kim; Shih-Fu Chang (ICIP (1), 2003)

Feature selection for unsupervised discovery of statistical temporal structures in video. - Lexing Xie; Shih-Fu Chang; Ajay Divakaran; Huifang Sun (ICIP (1), 2003)

A statistical framework for fusing mid-level perceptual features in news story segmentation. - Winston H. Hsu; Shih-Fu Chang (ICME, 2003)

Content-adaptive utility-based video adaptation. - Jae-Gon Kim; Yong Wang; Shih-Fu Chang (ICME, 2003)

Unsupervised discovery of multilevel statistical video structures using hierarchical hidden Markov models. - Lexing Xie; Shih-Fu Chang; Ajay Divakaran; Huifang Sun (ICME, 2003)

Mining spatio-temporal patterns and knowledge structures in multimedia collection. - Shih-Fu Chang (MMDB, 2003)

IBM Research TRECVID-2003 Video Retrieval System. - Arnon Amir; Marco Berg; Shih-Fu Chang; Winston H. Hsu; Giridharan Iyengar; Ching-Yung Lin; Milind R. Naphade; Apostol Natsev; Chalapathy Neti; Harriet J. Nock; John R. Smith; Belle L. Tseng; et al. (TRECVID, 2003)

Discovery and Fusion of Salient Multi-modal Features Towards News Story Segmentation. - Winston H. Hsu; Shih-Fu Chang; Lyndon S. Kennedy; Chih-Wei Huang; Ching-Yung Lin; Giridharan Iyengar (TRECVID, 2003)

Survey of compressed-domain features used in audio-visual indexing and analysis. - Hualu Wang; Ajay Divakaran; Anthony Vetro; Shih-Fu Chang; Huifang Sun (J. Vis. Commun. Image Represent., 2003)

Pattern Mining in Large-Scale Image and Video Sources p. - Shih-Fu Chang (CIVR, 2004)

Automatic View Recognition in Echocardiogram Videos Using Parts-Based Representation. - Shahram Ebadollahi; Shih-Fu Chang; Henry D. Wu (CVPR (2), 2004)

Learning to Detect Scene Text Using a Higher-Order MRF with Belief Propagation. - Dong-Qing Zhang; Shih-Fu Chang (CVPR Workshops, 2004)

News video story segmentation using fusion of multi-level multi-modal features in TRECVID 2003. - Winston H. Hsu; Lyndon S. Kennedy; Chih-Wei Huang; Shih-Fu Chang; Ching-Yung Lin; Giridharan Iyengar (ICASSP (3), 2004)

Video mining: pattern discovery versus pattern recognition. - Ajay Divakaran; Kadir A. Peker; Shih-Fu Chang; Regunathan Radhakrishnan; Lexing Xie (ICIP, 2004)

A model for image splicing. - Tian-Tsong Ng; Shih-Fu Chang (ICIP, 2004)

Discovering meaningful multimedia patterns with audio-visual concepts and associated text. - Lexing Xie; Lyndon S. Kennedy; Shih-Fu Chang; Ajay Divakaran; Huifang Sun; Ching-Yung Lin (ICIP, 2004)

Generative, discriminative, and ensemble learning on multi-modal perceptual fusion toward news video story segmentation. - Winston H. Hsu; Shih-Fu Chang (ICME, 2004)

Understanding and modeling user interests in consumer videos. - Ryoma Oami; Ana B. Benitez; Shih-Fu Chang; Nevenka Dimitrova (ICME, 2004)

Subjective preference of spatio-temporal rate in video adaptation using multi-dimensional scalable coding. - Yong Wang; Shih-Fu Chang; Alexander C. Loui (ICME, 2004)

Color-mood analysis of films based on syntactic and psychological models. - Cheng-Yu Wei; Nevenka Dimitrova; Shih-Fu Chang (ICME, 2004)

Semantic video clustering across sources using bipartite spectral clustering. - DongQing Zhang; Ching-Yung Lin; Shih-Fu Chang; John R. Smith (ICME, 2004)

Blind detection of photomontage using higher order statistics. - Tian-Tsong Ng; Shih-Fu Chang; Qibin Sun (ISCAS (5), 2004)

Story boundary detection in large broadcast news video archives: techniques, experience and trends. - Tat-Seng Chua; Shih-Fu Chang; Lekha Chaisorn; Winston H. Hsu (ACM Multimedia, 2004)

Detecting image near-duplicate by stochastic attributed relational graph matching with learning. - DongQing Zhang; Shih-Fu Chang (ACM Multimedia, 2004)

Discovery and fusion of salient multimodal features toward news story segmentation. - Winston H. Hsu; Shih-Fu Chang; Chih-Wei Huang; Lyndon S. Kennedy; Ching-Yung Lin; Giridharan Iyengar (Storage and Retrieval Methods and Applications for Multimedia, 2004)

IBM Research TRECVID 2004 Video Retrieval System. - Arnon Amir; Janne Argillander; Marco Berg; Shih-Fu Chang; Martin Franz; Winston H. Hsu; Giridharan Iyengar; John R. Kender; Lyndon S. Kennedy; Ching-Yung Lin; Milind R. Naphade; Apostol Natsev; et al. (TRECVID, 2004)

Predicting optimal operation of MC-3DSBC multidimensional scalable video coding using subjective quality measurement. - Yong Wang; Tian-Tsong Ng; Mihaela van der Schaar; Shih-Fu Chang (VCIP, 2004)

Multimedia database management systems. - Ying Li; John R. Smith; Tong Zhang 007; Shih-Fu Chang (J. Vis. Commun. Image Represent., 2004)

Real-time view recognition and event detection for sports video. - Di Zhong; Shih-Fu Chang (J. Vis. Commun. Image Represent., 2004)

Structure analysis of soccer video with domain knowledge and hidden Markov models. - Lexing Xie; Peng Xu; Shih-Fu Chang; Ajay Divakaran; Huifang Sun (Pattern Recognit. Lett., 2004)

Visual Cue Cluster Construction via Information Bottleneck Principle and Kernel Density Estimation. - Winston H. Hsu; Shih-Fu Chang (CIVR, 2005)

Combining text and audio-visual features in video indexing. - Shih-Fu Chang; R. Manmatha; Tat-Seng Chua (ICASSP (5), 2005)

Commercial Detection in Heterogeneous Video Streams Using Fused Multi-Modal and Temporal Features. - Masami Mizutani; Shahram Ebadollahi; Shih-Fu Chang (ICASSP (2), 2005)

Layered dynamic mixture model for pattern discovery in asynchronous multi-modal streams [video applications]. - Lexing Xie; Lyndon S. Kennedy; Shih-Fu Chang; Ajay Divakaran; Huifang Sun; Ching-Yung Lin (ICASSP (2), 2005)

Automatic discovery of query-class-dependent models for multimodal search. - Lyndon S. Kennedy; Apostol Natsev; Shih-Fu Chang (ACM Multimedia, 2005)

Physics-motivated features for distinguishing photographic images and computer graphics. - Tian-Tsong Ng; Shih-Fu Chang; Jessie Hsu; Lexing Xie; Mao-Pei Tsui (ACM Multimedia, 2005)

A Framework for Sub-Window Shot Detection. - Chuohao Yeo; Yongwei Zhu; Qibin Sun; Shih-Fu Chang (MMM, 2005)

Columbia University TRECVID-2005 Video Search and High-Level Feature Extraction. - Shih-Fu Chang; Winston H. Hsu; Lyndon S. Kennedy; Lexing Xie; Akira Yanagawa; Eric Zavesky; Dong-Qing Zhang (TRECVID, 2005)

A Crypto Signature Scheme For Image Authentication Over Wireless Channel. - Qibin Sun; Shuiming Ye; Ching-Yung Lin; Shih-Fu Chang (Int. J. Image Graph., 2005)

Video Adaptation: Concepts, Technologies, and Open Issues. - Shih-Fu Chang; Anthony Vetro (Proc. IEEE, 2005)

Classification-based multidimensional adaptation prediction for scalable video coding using subjective quality evaluation. - Yong Wang; Mihaela van der Schaar; Shih-Fu Chang; Alexander C. Loui (IEEE Trans. Circuits Syst. Video Technol., 2005)

A secure and robust digital signature scheme for JPEG2000 image authentication. - Qibin Sun; Shih-Fu Chang (IEEE Trans. Multim., 2005)

A Robust and Secure Media Signature Scheme for JPEG Images. - Qibin Sun; Shih-Fu Chang (J. VLSI Signal Process., 2005)

Exploring Text and Image Features to Classify Images in Bioscience Literature. - Barry Rafkind; Minsuk Lee; Shih-Fu Chang; Hong Yu 001 (BioNLP@NAACL-HLT, 2006)

Exploring the Dynamics of Visual Events in the Multi-dimensional Semantic Concept Space. - Shahram Ebadollahi; Lexing Xie; Andres Abreu; Mark Podlaseck; Shih-Fu Chang; John R. Smith (CIVR, 2006)

A Generative-Discriminative Hybrid Method for Multi-View Object Detection. - DongQing Zhang; Shih-Fu Chang (CVPR (2), 2006)

Modeling the Activity Pattern of the Constellation of Cardiac Chambers in Echocardiogram Videos. - Shahram Ebadollahi; Shih-Fu Chang; Henry D. Wu (CVAMIA, 2006)

Complexity Adaptive H.264 Encoding for Light Weight Streams. - Yong Wang; Shih-Fu Chang (ICASSP (2), 2006)

Topic Tracking Across Broadcast News Videos with Visual Duplicates and Semantic Concepts. - Winston H. Hsu; Shih-Fu Chang (ICIP, 2006)

Active Context-Based Concept Fusionwith Partial User Labels. - Wei Jiang 001; Shih-Fu Chang; Alexander C. Loui (ICIP, 2006)

Visual Event Detection using Multi-Dimensional Concept Dynamics. - Shahram Ebadollahi; Lexing Xie; Shih-Fu Chang; John R. Smith (ICME, 2006)

Detecting Image Splicing using Geometry Invariants and Camera Characteristics Consistency. - Yu-Feng Hsu; Shih-Fu Chang (ICME, 2006)

Pattern Mining in Visual Concept Streams. - Lexing Xie; Shih-Fu Chang (ICME, 2006)

To search or to label?: predicting the performance of search-based automatic image classifiers. - Lyndon S. Kennedy; Shih-Fu Chang; Igor Kozintsev (Multimedia Information Retrieval, 2006)

Concept-based electronic health records: opportunities and challenges. - Shahram Ebadollahi; Anni Coden; Michael A. Tanenblatt; Shih-Fu Chang; Tanveer Fathima Syeda-Mahmood; Arnon Amir (ACM Multimedia, 2006)

Video search reranking via information bottleneck principle. - Winston H. Hsu; Lyndon S. Kennedy; Shih-Fu Chang (ACM Multimedia, 2006)

An online system for classifying computer graphics images from natural photographs. - Tian-Tsong Ng; Shih-Fu Chang (Security, Steganography, and Watermarking of Multimedia Contents, 2006)

Columbia University TRECVID-2006 Video Search and High-Level Feature Extraction. - Shih-Fu Chang; Winston H. Hsu; Wei Jiang 001; Lyndon S. Kennedy; Dong Xu 001; Akira Yanagawa; Eric Zavesky (TRECVID, 2006)

Large-Scale Concept Ontology for Multimedia. - Milind R. Naphade; John R. Smith; Jelena Tesic; Shih-Fu Chang; Winston H. Hsu; Lyndon S. Kennedy; Alexander G. Hauptmann; Jon Curtis (IEEE Multim., 2006)

Challenges in the new year [from The Editor]. - Shih-Fu Chang (IEEE Signal Process. Mag., 2006)

"First who ... Then what" [from the Editor]. - Shih-Fu Chang (IEEE Signal Process. Mag., 2006)

You have been reading...so what do you think? [from The Editor]. - Shih-Fu Chang (IEEE Signal Process. Mag., 2006)

Making luck happen [from the Editor]. - A. Dumitras; Shih-Fu Chang (IEEE Signal Process. Mag., 2006)

New semi-fragile image authentication watermarking techniques using random bias and nonuniform quantization. - Kurato Maeno; Qibin Sun; Shih-Fu Chang; Masayuki Suto (IEEE Trans. Multim., 2006)

Columbia University's semantic video search engine. - Shih-Fu Chang; Lyndon S. Kennedy; Eric Zavesky (CIVR, 2007)

A reranking approach for context-based concept fusion in video indexing and retrieval. - Lyndon S. Kennedy; Shih-Fu Chang (CIVR, 2007)

Kernel Sharing With Joint Boosting For Multi-Class Concept Detection. - Wei Jiang 001; Shih-Fu Chang; Alexander C. Loui (CVPR, 2007)

Using Geometry Invariants for Camera Response Function Estimation. - Tian-Tsong Ng; Shih-Fu Chang; Mao-Pei Tsui (CVPR, 2007)

Visual Event Recognition in News Video using Kernel Methods with Multi-Level Temporal Alignment. - Dong Xu 001; Shih-Fu Chang (CVPR, 2007)

Element Rearrangement for Tensor-Based Subspace Learning. - Shuicheng Yan; Dong Xu 001; Stephen Lin 001; Thomas S. Huang; Shih-Fu Chang (CVPR, 2007)

Recent Advances and Challenges of Semantic Image/Video Search. - Shih-Fu Chang; Wei-Ying Ma; Arnold W. M. Smeulders (ICASSP (4), 2007)

Context-Based Concept Fusion with Boosted Conditional Random Fields. - Wei Jiang 001; Shih-Fu Chang; Alexander C. Loui (ICASSP (1), 2007)

Image Splicing Detection using Camera Response Function Consistency and Automatic Segmentation. - Yu-Feng Hsu; Shih-Fu Chang (ICME, 2007)

Dynamic Local Tracing for 3d Axon Curvilinear Structure Detection from Microscopic Image Stack. - Jun Wang 006; Xiaobo Zhou 001; Ju Lu; Jeff Lichtman; Shih-Fu Chang; Stephen T. C. Wong (ISBI, 2007)

Blind Passive Media Forensics: Motivation and Opportunity. - Shih-Fu Chang (MCAM, 2007)

Large-scale multimodal semantic concept detection for consumer video. - Shih-Fu Chang; Dan Ellis; Wei Jiang 001; Keansub Lee; Akira Yanagawa; Alexander C. Loui; Jiebo Luo 001 (Multimedia Information Retrieval, 2007)

New challenges in multimedia research for the increasingly connected and fast growing digital society. - Jia Li 001; Shih-Fu Chang; Michael Lesk; Rainer Lienhart; Jiebo Luo 001; Arnold W. M. Smeulders (Multimedia Information Retrieval, 2007)

Kodak's consumer video benchmark data set: concept definition and annotation. - Alexander C. Loui; Jiebo Luo 001; Shih-Fu Chang; Dan Ellis; Wei Jiang 001; Lyndon S. Kennedy; Keansub Lee; Akira Yanagawa (Multimedia Information Retrieval, 2007)

Video search reranking through random walk over document-level context graph. - Winston H. Hsu; Lyndon S. Kennedy; Shih-Fu Chang (ACM Multimedia, 2007)

Columbia University TRECVID 2007 High-Level Feature Extraction. - Shih-Fu Chang; Wei Jiang 001; Akira Yanagawa; Eric Zavesky (TRECVID, 2007)

Recent Advances and Open Issues of Digital Image/Video Search. - Shih-Fu Chang (WIAMIS, 2007)

Reranking Methods for Visual Search. - Winston H. Hsu; Lyndon S. Kennedy; Shih-Fu Chang (IEEE Multim., 2007)

Enabling MPEG-7 structural and semantic descriptions in retrieval applications. - Ana B. Benitez; Di Zhong; Shih-Fu Chang (J. Assoc. Inf. Sci. Technol., 2007)

Learn how to learn [From the Editor]. - Shih-Fu Chang (IEEE Signal Process. Mag., 2007)

Utility-Based Video Adaptation for Universal Multimedia Access (UMA) and Content-Based Utility Function Prediction for Real-Time Video Transcoding. - Yong Wang; Jae-Gon Kim; Shih-Fu Chang; Hyung-Myung Kim (IEEE Trans. Multim., 2007)

Statistical fusion of multiple cues for image tampering detection. - Yu-Feng Hsu; Shih-Fu Chang (ACSCC, 2008)

Relevance aggregation projections for image retrieval. - Wei Liu 005; Wei Jiang 001; Shih-Fu Chang (CIVR, 2008)

Columbia University's semantic video search engine 2008. - Eric Zavesky; Shih-Fu Chang (CIVR, 2008)

Visual islands: intuitive browsing of visual search results. - Eric Zavesky; Shih-Fu Chang; Cheng-Chih Yang (CIVR, 2008)

Future directions in multimedia retrieval: : impact of new technology. - Aidong Zhang; Shih-Fu Chang; Arif Ghafoor; Thomas S. Huang; Ramesh C. Jain; Rainer Lienhart (CIVR, 2008)

Fast kernel learning for spatial pyramid matching. - Junfeng He; Shih-Fu Chang; Lexing Xie (CVPR, 2008)

Semi-supervised distance metric learning for Collaborative Image Retrieval. - Steven C. H. Hoi; Wei Liu 005; Shih-Fu Chang (CVPR, 2008)

Active microscopic cellular image annotation by superposable graph transduction with imbalanced labels. - Jun Wang 006; Shih-Fu Chang; Xiaobo Zhou 001; Stephen T. C. Wong (CVPR, 2008)

Near duplicate image identification with patially Aligned Pyramid Matching. - Dong Xu 001; Tat-Jen Cham; Shuicheng Yan; Shih-Fu Chang (CVPR, 2008)

Semantic Concept Classification by Joint Semi-supervised Learning of Feature Subspaces and Support Vector Machines. - Wei Jiang 001; Shih-Fu Chang; Tony Jebara; Alexander C. Loui (ECCV (4), 2008)

Cross-domain learning methods for high-level visual concept classification. - Wei Jiang 001; Eric Zavesky; Shih-Fu Chang; Alexander C. Loui (ICIP, 2008)

Graph transduction via alternating minimization. - Jun Wang 006; Tony Jebara; Shih-Fu Chang (ICML, 2008)

CuZero: embracing the frontier of interactive visual search for informed users. - Eric Zavesky; Shih-Fu Chang (Multimedia Information Retrieval, 2008)

Internet image archaeology: automatically tracing the manipulation history of photographs on the web. - Lyndon S. Kennedy; Shih-Fu Chang (ACM Multimedia, 2008)

SIFT-Bag kernel for video event analysis. - Xi Zhou; Xiaodan Zhuang; Shuicheng Yan; Shih-Fu Chang; Mark Hasegawa-Johnson; Thomas S. Huang (ACM Multimedia, 2008)

Columbia University/VIREO-CityU/IRIT TRECVID2008 High-Level Feature Extraction and Interactive Video Search. - Shih-Fu Chang; Junfeng He; Yu-Gang Jiang 001; Akira Yanagawa; Eric Zavesky; Elie Khoury 001; Chong-Wah Ngo (TRECVID, 2008)

Video Event Recognition Using Kernel Methods with Multilevel Temporal Alignment. - Dong Xu 001; Shih-Fu Chang (IEEE Trans. Pattern Anal. Mach. Intell., 2008)

Query-Adaptive Fusion for Multimodal Search. - Lyndon S. Kennedy; Shih-Fu Chang; Apostol Natsev (Proc. IEEE, 2008)

Quality-Optimized and Secure End-to-End Authentication for Media Delivery. - Qibin Sun; John G. Apostolopoulos; Chang Wen Chen; Shih-Fu Chang (Proc. IEEE, 2008)

Computers, Robotics, and the Human Brain [From the Editor]. - Shih-Fu Chang (IEEE Signal Process. Mag., 2008)

An Introduction to the Special Issue on Event Analysis in Videos. - Shih-Fu Chang; Jiebo Luo 001; Stephen J. Maybank; Dan Schonfeld; Dong Xu 001 (IEEE Trans. Circuits Syst. Video Technol., 2008)

Robust multi-class transductive learning with graphs. - Wei Liu 005; Shih-Fu Chang (CVPR, 2009)

Label diagnosis through self tuning forweb image search. - Jun Wang 006; Yu-Gang Jiang 001; Shih-Fu Chang (CVPR, 2009)

Visual saliency with side information. - Wei Jiang 001; Lexing Xie; Shih-Fu Chang (ICASSP, 2009)

Domain adaptive semantic diffusion for large scale context-based video annotation. - Yu-Gang Jiang 001; Jun Wang 006; Shih-Fu Chang; Chong-Wah Ngo (ICCV, 2009)

Muti-scale temporal segmentation and outlier detection in sensor networks. - Mandis Beigi; Shih-Fu Chang; Shahram Ebadollahi; Dinesh C. Verma (ICME, 2009)

Graph construction and b-matching for semi-supervised learning. - Tony Jebara; Jun Wang 006; Shih-Fu Chang (ICML, 2009)

Mobile media search: has media search finally found its perfect platform? part II. - Berna Erol; Jiebo Luo 001; Shih-Fu Chang; Minoru Etoh; Hsiao-Wuen Hon; Qian Lin 001; Vidya Setlur (ACM Multimedia, 2009)

Short-term audio-visual atoms for generic video concept classification. - Wei Jiang 001; Courtenay V. Cotton; Shih-Fu Chang; Dan Ellis; Alexander C. Loui (ACM Multimedia, 2009)

Semantic context transfer across heterogeneous sources for domain adaptive video search. - Yu-Gang Jiang 001; Chong-Wah Ngo; Shih-Fu Chang (ACM Multimedia, 2009)

Brain state decoding for rapid image retrieval. - Jun Wang 006; Eric Pohlmeyer; Barbara Hanna; Yu-Gang Jiang 001; Paul Sajda; Shih-Fu Chang (ACM Multimedia, 2009)

VIREO/DVMM at TRECVID 2009: High-Level Feature Extraction, Automatic Video Search, and Content-Based Copy Detection. - Chong-Wah Ngo; Yu-Gang Jiang 001; Xiao-Yong Wei; Wanlei Zhao; Yang Liu 021; Shiai Zhu; Jun Wang 006; Shih-Fu Chang (TRECVID, 2009)

An image score inference system for RNAi genome-wide screening based on fuzzy mixture regression modeling. - Jun Wang 006; Xiaobo Zhou 001; Fuhai Li 001; Pamela Bradley; Shih-Fu Chang; Norbert Perrimon; Stephen T. C. Wong (J. Biomed. Informatics, 2009)

Enhancing Bilinear Subspace Learning by Element Rearrangement. - Dong Xu 001; Shuicheng Yan; Stephen Lin 001; Thomas S. Huang; Shih-Fu Chang (IEEE Trans. Pattern Anal. Mach. Intell., 2009)

Identifying and prefiltering images. - Tian-Tsong Ng; Shih-Fu Chang (IEEE Signal Process. Mag., 2009)

Semi-supervised hashing for scalable image retrieval. - Jun Wang 006; Ondrej Kumar; Shih-Fu Chang (CVPR, 2010)

Single-view recaptured image detection based on physics-based features. - Xinting Gao; Tian-Tsong Ng; Bo Qiu; Shih-Fu Chang (ICME, 2010)

Large Graph Construction for Scalable Semi-Supervised Learning. - Wei Liu 005; Junfeng He; Shih-Fu Chang (ICML, 2010)

Sequential Projection Learning for Hashing with Compact Codes. - Jun Wang 006; Sanjiv Kumar; Shih-Fu Chang (ICML, 2010)

Scalable similarity search with optimized kernel hashing. - Junfeng He; Wei Liu 005; Shih-Fu Chang (KDD, 2010)

Columbia-UCF TRECVID2010 Multimedia Event Detection: Combining Multiple Modalities, Contextual Concepts, and Temporal Matching. - Yu-Gang Jiang 001; Xiaohong Zeng; Guangnan Ye; Dan Ellis; Shih-Fu Chang; Subhabrata Bhattacharya; Mubarak Shah (TRECVID, 2010)

In a Blink of an Eye and a Switch of a Transistor: Cortically Coupled Computer Vision. - Paul Sajda; Eric Pohlmeyer; Jun Wang 006; Lucas C. Parra; Christoforos Christoforou; Jacek Dmochowski; Barbara Hanna; Claus Bahlmann; Maneesh Kumar Singh 001; Shih-Fu Chang (Proc. IEEE, 2010)

Near Duplicate Identification With Spatially Aligned Pyramid Matching. - Dong Xu 001; Tat-Jen Cham; Shuicheng Yan; Lixin Duan; Shih-Fu Chang (IEEE Trans. Circuits Syst. Video Technol., 2010)

Camera Response Functions for Image Forensics: An Automatic Algorithm for Splicing Detection. - Yu-Feng Hsu; Shih-Fu Chang (IEEE Trans. Inf. Forensics Secur., 2010)

Semi-supervised distance metric learning for collaborative image retrieval and clustering. - Steven C. H. Hoi; Wei Liu 005; Shih-Fu Chang (ACM Trans. Multim. Comput. Commun. Appl., 2010)

Audio-visual atoms for generic video concept classification. - Wei Jiang 001; Courtenay V. Cotton; Shih-Fu Chang; Dan Ellis; Alexander C. Loui (ACM Trans. Multim. Comput. Commun. Appl., 2010)

Cortically-Coupled Computer Vision. - Paul Sajda; Eric Pohlmeyer; Jun Wang 006; Barbara Hanna; Lucas C. Parra; Shih-Fu Chang (Brain-Computer Interfaces, 2010)

Compact hashing with joint optimization of search accuracy and time. - Junfeng He; Shih-Fu Chang; Regunathan Radhakrishnan; Claus Bauer (CVPR, 2011)

Noise resistant graph ranking for improved web image search. - Wei Liu 005; Yu-Gang Jiang 001; Jiebo Luo 001; Shih-Fu Chang (CVPR, 2011)

Learning component-level sparse representation using histogram information for image classification. - Chen-Kuo Chiang; Chih-Hsueh Duan; Shang-Hong Lai; Shih-Fu Chang (ICCV, 2011)

Towards Optimal Discriminating Order for Multiclass Classification. - Dong Liu 001; Shuicheng Yan; Yadong Mu; Xian-Sheng Hua 001; Shih-Fu Chang; Hong-Jiang Zhang (ICDM, 2011)

Hashing with Graphs. - Wei Liu 005; Jun Wang 006; Sanjiv Kumar; Shih-Fu Chang (ICML, 2011)

Lost in binarization: query-adaptive ranking for similar image search with compact codes. - Yu-Gang Jiang 001; Jun Wang 006; Shih-Fu Chang (ICMR, 2011)

Consumer video understanding: a benchmark database and an evaluation of human and machine performance. - Yu-Gang Jiang 001; Guangnan Ye; Shih-Fu Chang; Daniel P. W. Ellis; Alexander C. Loui (ICMR, 2011)

Content based multimedia retrieval: lessons learned from two decades of research. - Shih-Fu Chang (ACM Multimedia, 2011)

Mobile product search with bag of hash bits. - Junfeng He; Tai-Hsu Lin; Jinyuan Feng; Shih-Fu Chang (ACM Multimedia, 2011)

Towards low bit rate mobile visual search with multiple-channel coding. - Rongrong Ji; Ling-Yu Duan; Jie Chen 006; Hongxun Yao; Yong Rui; Shih-Fu Chang; Wen Gao 001 (ACM Multimedia, 2011)

Active query sensing for mobile location search. - Felix X. Yu; Rongrong Ji; Shih-Fu Chang (ACM Multimedia, 2011)

A mobile location search system with active query sensing. - Felix X. Yu; Rongrong Ji; Tongtao Zhang; Shih-Fu Chang (ACM Multimedia, 2011)

IBM Research and Columbia University TRECVID-2011 Multimedia Event Detection (MED) System. - Liangliang Cao; Shih-Fu Chang; Noel Codella; Courtenay V. Cotton; Dan Ellis; Leiguang Gong; Matthew L. Hill; Gang Hua 001; John R. Kender; Michele Merler; Yadong Mu; Apostol Natsev; et al. (TRECVID, 2011)

BBN VISER TRECVID 2011 Multimedia Event Detection System. - Pradeep Natarajan; Prem Natarajan; Vasant Manohar; Shuang Wu 003; Stavros Tsakalidis; Shiv Vitaladevuni; Xiaodan Zhuang; Rohit Prasad; Guangnan Ye; Dong Liu 001; I-Hong Jhuo; Shih-Fu Chang; et al. (TRECVID, 2011)

Anomaly detection in information streams without prior domain knowledge. - Mandis S. Beigi; Shih-Fu Chang; Shahram Ebadollahi; Dinesh C. Verma (IBM J. Res. Dev., 2011)

Media Search in Mobile Devices [From the Guest Editors]. - Mazin Gilbert; Alex Acero; Jordan Cohen; Hervé Bourlard; Shih-Fu Chang; Minoru Etoh (IEEE Signal Process. Mag., 2011)

Modeling Scene and Object Contexts for Human Action Retrieval With Few Examples. - Yu-Gang Jiang 001; Zhenguo Li; Shih-Fu Chang (IEEE Trans. Circuits Syst. Video Technol., 2011)

Exploiting web images for event recognition in consumer videos: A multiple source domain adaptation approach. - Lixin Duan; Dong Xu 001; Shih-Fu Chang (CVPR, 2012)

Mobile product search with Bag of Hash Bits and boundary reranking. - Junfeng He; Jinyuan Feng; Xianglong Liu 001; Tao Cheng; Tai-Hsu Lin; Hyunjin Chung; Shih-Fu Chang (CVPR, 2012)

Spherical hashing. - Jae-Pil Heo; Youngwoon Lee; Junfeng He; Shih-Fu Chang; Sung-Eui Yoon (CVPR, 2012)

Robust visual domain adaptation with low-rank reconstruction. - I-Hong Jhuo; Dong Liu 001; D. T. Lee; Shih-Fu Chang (CVPR, 2012)

Segmentation using superpixels: A bipartite graph partitioning approach. - Zhenguo Li; Xiao-Ming Wu 003; Shih-Fu Chang (CVPR, 2012)

Supervised hashing with kernels. - Wei Liu 005; Jun Wang 006; Rongrong Ji; Yu-Gang Jiang 001; Shih-Fu Chang (CVPR, 2012)

Robust late fusion with rank minimization. - Guangnan Ye; Dong Liu 001; I-Hong Jhuo; Shih-Fu Chang (CVPR, 2012)

Weak attributes for large-scale image retrieval. - Felix X. Yu; Rongrong Ji; Ming-Hen Tsai; Guangnan Ye; Shih-Fu Chang (CVPR, 2012)

Scene Aligned Pooling for Complex Video Recognition. - Liangliang Cao; Yadong Mu; Apostol Natsev; Shih-Fu Chang; Gang Hua 001; John R. Smith (ECCV (2), 2012)

Accelerated Large Scale Optimization by Concomitant Hashing. - Yadong Mu; John Wright 001; Shih-Fu Chang (ECCV (1), 2012)

On the Difficulty of Nearest Neighbor Search. - Junfeng He; Sanjiv Kumar; Shih-Fu Chang (ICML, 2012)

Compact Hyperplane Hashing with Bilinear Functions. - Wei Liu 005; Jun Wang 006; Yadong Mu; Sanjiv Kumar; Shih-Fu Chang (ICML, 2012)

Compact hashing for mixed image-keyword query over multi-label images. - Xianglong Liu 001; Yadong Mu; Bo Lang; Shih-Fu Chang (ICMR, 2012)

Joint audio-visual bi-modal codewords for video event detection. - Guangnan Ye; I-Hong Jhuo; Dong Liu 001; Yu-Gang Jiang 001; D. T. Lee; Shih-Fu Chang (ICMR, 2012)

Submodular video hashing: a unified framework towards video pooling and indexing. - Liangliang Cao; Zhenguo Li; Yadong Mu; Shih-Fu Chang (ACM Multimedia, 2012)

Hybrid social media network. - Dong Liu 001; Guangnan Ye; Ching-Ting Chen; Shuicheng Yan; Shih-Fu Chang (ACM Multimedia, 2012)

Learning with Partially Absorbing Random Walks. - Xiao-Ming Wu 003; Zhenguo Li; Anthony Man-Cho So; John Wright 001; Shih-Fu Chang (NIPS, 2012)

IBM Research and Columbia University TRECVID-2012 Multimedia Event Detection (MED), Multimedia Event Recounting (MER), and Semantic Indexing (SIN) Systems. - Liangliang Cao; Shih-Fu Chang; Noel Codella; Courtenay V. Cotton; Dan Ellis; Leiguang Gong; Matthew L. Hill; Gang Hua 001; John R. Kender; Michele Merler; Yadong Mu; John R. Smith; et al. (TRECVID, 2012)

BBNVISER : BBN VISER TRECVID 2012 Multimedia Event Detection and Multimedia Event Recounting Systems. - Pradeep Natarajan; Prem Natarajan; Shuang Wu 003; Xiaodan Zhuang; Amelio Vázquez Reina; Shiv Vitaladevuni; Kleovoulos Tsourides; Carl Andersen 001; Rohit Prasad; Guangnan Ye; Dong Liu 001; Shih-Fu Chang; et al. (TRECVID, 2012)

Semi-Supervised Hashing for Large-Scale Search. - Jun Wang 006; Sanjiv Kumar; Shih-Fu Chang (IEEE Trans. Pattern Anal. Mach. Intell., 2012)

Web-Scale Multimedia Processing and Applications [Scanning the Issue]. - Edward Y. Chang; Shih-Fu Chang; Alexander G. Hauptmann; Thomas S. Huang; Malcolm Slaney (Proc. IEEE, 2012)

Robust and Scalable Graph-Based Semisupervised Learning. - Wei Liu 005; Jun Wang 006; Shih-Fu Chang (Proc. IEEE, 2012)

Fast Semantic Diffusion for Large-Scale Context-Based Image and Video Annotation. - Yu-Gang Jiang 001; Qi Dai 001; Jun Wang 006; Chong-Wah Ngo; Xiangyang Xue 001; Shih-Fu Chang (IEEE Trans. Image Process., 2012)

Active query sensing: Suggesting the best query view for mobile visual search. - Rongrong Ji; Felix X. Yu; Tongtao Zhang; Shih-Fu Chang (ACM Trans. Multim. Comput. Commun. Appl., 2012)

Robust Object Co-detection. - Xin Guo; Dong Liu 001; Brendan Jou; Mojun Zhu; Anni Cai; Shih-Fu Chang (CVPR, 2013)

A Bayesian Approach to Multimodal Visual Dictionary Learning. - Go Irie; Dong Liu 001; Zhenguo Li; Shih-Fu Chang (CVPR, 2013)

Hash Bit Selection: A Unified Solution for Selection Problems in Hashing. - Xianglong Liu 001; Junfeng He; Bo Lang; Shih-Fu Chang (CVPR, 2013)

Sample-Specific Late Fusion for Visual Category Recognition. - Dong Liu 001; Kuan-Ting Lai; Guangnan Ye; Ming-Syan Chen; Shih-Fu Chang (CVPR, 2013)

Label Propagation from ImageNet to 3D Point Clouds. - Yan Wang 059; Rongrong Ji; Shih-Fu Chang (CVPR, 2013)

Designing Category-Level Attributes for Discriminative Visual Recognition. - Felix X. Yu; Liangliang Cao; Rogério Schmidt Feris; John R. Smith; Shih-Fu Chang (CVPR, 2013)

Distributed Low-Rank Subspace Segmentation. - Ameet Talwalkar; Lester W. Mackey; Yadong Mu; Shih-Fu Chang; Michael I. Jordan (ICCV, 2013)

Large-Scale Video Hashing via Structure Learning. - Guangnan Ye; Dong Liu 001; Jun Wang 006; Shih-Fu Chang (ICCV, 2013)

( propto )SVM for Learning with Label Proportions. - Felix X. Yu; Dong Liu 001; Sanjiv Kumar; Tony Jebara; Shih-Fu Chang (ICML (3), 2013)

Towards a comprehensive computational model foraesthetic assessment of videos. - Subhabrata Bhattacharya; Behnaz Nojavanasghari; Tao Chen 015; Dong Liu 001; Shih-Fu Chang; Mubarak Shah (ACM Multimedia, 2013)

SentiBank: large-scale ontology and classifiers for detecting sentiment and emotions in visual content. - Damian Borth; Tao Chen 015; Rongrong Ji; Shih-Fu Chang (ACM Multimedia, 2013)

Large-scale visual sentiment ontology and detectors using adjective noun pairs. - Damian Borth; Rongrong Ji; Tao Chen 015; Thomas M. Breuel; Shih-Fu Chang (ACM Multimedia, 2013)

Structured exploration of who, what, when, and where in heterogeneous multimedia news sources. - Brendan Jou; Hongzhi Li 001; Joseph G. Ellis; Daniel Morozoff-Abegauz; Shih-Fu Chang (ACM Multimedia, 2013)

News rover: exploring topical structures and serendipity in heterogeneous multimedia news. - Hongzhi Li 001; Brendan Jou; Joseph G. Ellis; Daniel Morozoff; Shih-Fu Chang (ACM Multimedia, 2013)

Analyzing the Harmonic Structure in Graph-Based Learning. - Xiao-Ming Wu 003; Zhenguo Li; Shih-Fu Chang (NIPS, 2013)

BBN VISER TRECVID 2013 Multimedia Event Detection and Multimedia Event Recounting Systems. - Pradeep Natarajan; Shuang Wu 003; Florian Luisier; Xiaodan Zhuang; Manasvi Tickoo; Guangnan Ye; Dong Liu 001; Shih-Fu Chang; Imran Saleemi; Mubarak Shah; Vlad I. Morariu; Larry Davis 001; et al. (TRECVID, 2013)

Divide-and-Conquer Subspace Segmentation - Ameet Talwalkar; Lester W. Mackey; Yadong Mu; Shih-Fu Chang; Michael I. Jordan (CoRR, 2013)

High-level event recognition in unconstrained videos. - Yu-Gang Jiang 001; Subhabrata Bhattacharya; Shih-Fu Chang; Mubarak Shah (Int. J. Multim. Inf. Retr., 2013)

Semi-supervised learning using greedy max-cut. - Jun Wang 006; Tony Jebara; Shih-Fu Chang (J. Mach. Learn. Res., 2013)

Query-Adaptive Image Search With Hash Codes. - Yu-Gang Jiang 001; Jun Wang 006; Xiangyang Xue 001; Shih-Fu Chang (IEEE Trans. Multim., 2013)

How far we've come: Impact of 20 years of multimedia information retrieval. - Shih-Fu Chang (ACM Trans. Multim. Comput. Commun. Appl., 2013)

Locally Linear Hashing for Extracting Non-linear Manifolds. - Go Irie; Zhenguo Li; Xiao-Ming Wu 003; Shih-Fu Chang (CVPR, 2014)

Video Event Detection by Inferring Temporal Instance Labels. - Kuan-Ting Lai; Felix X. Yu; Ming-Syan Chen; Shih-Fu Chang (CVPR, 2014)

Hash-SVM: Scalable Kernel Machines for Large-Scale Visual Classification. - Yadong Mu; Gang Hua 001; Wei Fan 001; Shih-Fu Chang (CVPR, 2014)

Recognizing Complex Events in Videos by Learning Key Static-Dynamic Evidences. - Kuan-Ting Lai; Dong Liu 001; Ming-Syan Chen; Shih-Fu Chang (ECCV (3), 2014)

Discriminative Indexing for Probabilistic Image Patch Priors. - Yan Wang 059; Sunghyun Cho; Jue Wang 001; Shih-Fu Chang (ECCV (4), 2014)

From Low-Cost Depth Sensors to CAD: Cross-Domain 3D Shape Retrieval via Regression Tree Fields. - Yan Wang 059; Jie Feng; Zhixiang Wu; Jun Wang 006; Shih-Fu Chang (ECCV (1), 2014)

Why We Watch the News: A Dataset for Exploring Sentiment in Broadcast Video News. - Joseph G. Ellis; Brendan Jou; Shih-Fu Chang (ICMI, 2014)

Circulant Binary Embedding. - Felix X. Yu; Sanjiv Kumar; Yunchao Gong; Shih-Fu Chang (ICML, 2014)

Real-time pose estimation of deformable objects using a volumetric approach. - Yinxiao Li; Yan Wang 059; Michael Case; Shih-Fu Chang; Peter K. Allen (IROS, 2014)

Predicting Evoked Emotions in Video. - Joseph G. Ellis; W. Sabrina Lin; Ching-Yung Lin; Shih-Fu Chang (ISM, 2014)

Minimally Needed Evidence for Complex Event Recognition in Unconstrained Videos. - Subhabrata Bhattacharya; Felix X. Yu; Shih-Fu Chang (ICMR, 2014)

Predicting Viewer Affective Comments Based on Image Content in Social Media. - Yan-Ying Chen; Tao Chen 015; Winston H. Hsu; Hong-Yuan Mark Liao; Shih-Fu Chang (ICMR, 2014)

Event-Driven Semantic Concept Discovery by Exploiting Weakly Tagged Internet Images. - Jiawei Chen; Yin Cui; Guangnan Ye; Dong Liu 001; Shih-Fu Chang (ICMR, 2014)

Object-Based Visual Sentiment Concept Analysis and Application. - Tao Chen 015; Felix X. Yu; Jiawei Chen; Yin Cui; Yan-Ying Chen; Shih-Fu Chang (ACM Multimedia, 2014)

Predicting Viewer Perceived Emotions in Animated GIFs. - Brendan Jou; Subhabrata Bhattacharya; Shih-Fu Chang (ACM Multimedia, 2014)

Modeling Attributes from Category-Attribute Proportions. - Felix X. Yu; Liangliang Cao; Michele Merler; Noel C. F. Codella; Tao Chen 015; John R. Smith; Shih-Fu Chang (ACM Multimedia, 2014)

Scalable Visual Instance Mining with Threads of Features. - Wei Zhang 031; Hongzhi Li 001; Chong-Wah Ngo; Shih-Fu Chang (ACM Multimedia, 2014)

Discrete Graph Hashing. - Wei Liu 005; Cun Mu; Sanjiv Kumar; Shih-Fu Chang (NIPS, 2014)

BBN VISER TRECVID 2014 Multimedia Event Detection and Multimedia Event Recounting Systems. - Florian Luisier; Manasvi Tickoo; Walter Andrews; Guangnan Ye; Dong Liu 001; Shih-Fu Chang; Ruslan Salakhutdinov; Vlad I. Morariu; Larry Davis 001; Abhinav Gupta 001; Ismail Haritaoglu; Sadiye Guler; et al. (TRECVID, 2014)

DeepSentiBank: Visual Sentiment Concept Classification with Deep Convolutional Neural Networks. - Tao Chen 015; Damian Borth; Trevor Darrell; Shih-Fu Chang (CoRR, 2014)

Building A Large Concept Bank for Representing Events in Video. - Yin Cui; Dong Liu 001; Jiawei Chen; Shih-Fu Chang (CoRR, 2014)

On Learning with Label Proportions. - Felix X. Yu; Sanjiv Kumar; Tony Jebara; Shih-Fu Chang (CoRR, 2014)

Discovering joint audio-visual codewords for video event detection. - I-Hong Jhuo; Guangnan Ye; Shenghua Gao; Dong Liu 001; Yu-Gang Jiang 001; D. T. Lee; Shih-Fu Chang (Mach. Vis. Appl., 2014)

Mixed image-keyword query adaptive hashing over multilabel images. - Xianglong Liu 001; Yadong Mu; Bo Lang; Shih-Fu Chang (ACM Trans. Multim. Comput. Commun. Appl., 2014)

Low-Rank Similarity Metric Learning in High Dimensions. - Wei Liu 005; Cun Mu; Rongrong Ji; Shiqian Ma; John R. Smith; Shih-Fu Chang (AAAI, 2015)

An end-to-end system for content-based video retrieval using behavior, actions, and appearance with interactive query refinement. - Anthony Hoogs; A. G. Amitha Perera; Roderic Collins; Arslan Basharat; Keith Fieldhouse; Chuck Atkins; Linus Sherrill; Benjamin Boeckel; Russell Blue; Matthew Woehlke; C. Greco; Zhaohui Sun; et al. (AVSS, 2015)

Attributes and categories for generic instance search from one example. - Ran Tao 004; Arnold W. M. Smeulders; Shih-Fu Chang (CVPR, 2015)

New insights into Laplacian similarity search. - Xiao-Ming Wu 003; Zhenguo Li; Shih-Fu Chang (CVPR, 2015)

Cross-document Event Coreference Resolution based on Cross-media Features. - Tongtao Zhang; Hongzhi Li 001; Heng Ji 001; Shih-Fu Chang (EMNLP, 2015)

An Exploration of Parameter Redundancy in Deep Networks with Circulant Projections. - Yu Cheng 001; Felix X. Yu; Rogério Schmidt Feris; Sanjiv Kumar; Alok N. Choudhary; Shih-Fu Chang (ICCV, 2015)

Fast Orthogonal Projection Based on Kronecker Product. - Xu Zhang 022; Felix X. Yu; Ruiqi Guo; Sanjiv Kumar; Shengjin Wang; Shih-Fu Chang (ICCV, 2015)

Regrasping and unfolding of garments using predictive thin shell modeling. - Yinxiao Li; Danfei Xu; Yonghao Yue; Yan Wang 059; Shih-Fu Chang; Eitan Grinspun; Peter K. Allen (ICRA, 2015)

Encoding Concept Prototypes for Video Event Detection and Summarization. - Masoud Mazloom; AmirHossein Habibian; Dong Liu 001; Cees G. M. Snoek; Shih-Fu Chang (ICMR, 2015)

2nd Workshop on Computational Models of Social Interactions: Human-Computer-Media Communication (HCMC2015). - Mohamed R. Amer; Ajay Divakaran; Shih-Fu Chang; Nicu Sebe (ACM Multimedia, 2015)

Words and Pictures: Crowdsource Discovery beyond Image Semantics. - Shih-Fu Chang (CrowdMM@ACM Multimedia, 2015)

Opportunities and Challenges of Industry-Academic Collaborations in Multimedia Research. - Shih-Fu Chang; Matthew Cooper 002; Denver Dash; Funda Kivran-Swaine; Jia Li 054; David A. Shamma (ACM Multimedia, 2015)

Image Popularity Prediction in Social Media Using Sentiment and Context Features. - Francesco Gelli; Tiberio Uricchio; Marco Bertini 001; Alberto Del Bimbo; Shih-Fu Chang (ACM Multimedia, 2015)

Visual Affect Around the World: A Large-scale Multilingual Visual Sentiment Ontology. - Brendan Jou; Tao Chen 015; Nikolaos Pappas 002; Miriam Redi; Mercan Topkara; Shih-Fu Chang (ACM Multimedia, 2015)

ASM'15: The 1st International Workshop on Affect and Sentiment in Multimedia. - Mohammad Soleymani 001; Yi-Hsuan Yang; Yu-Gang Jiang 001; Shih-Fu Chang (ACM Multimedia, 2015)

Large Video Event Ontology Browsing, Search and Tagging (EventNet Demo). - Hongliang Xu; Guangnan Ye; Yitong Li; Dong Liu 001; Shih-Fu Chang (ACM Multimedia, 2015)

EventNet: A Large Scale Structured Concept Library for Complex Event Detection in Video. - Guangnan Ye; Yitong Li; Hongliang Xu; Dong Liu 001; Shih-Fu Chang (ACM Multimedia, 2015)

Building and Using a Knowledge Graph to Combat Human Trafficking. - Pedro A. Szekely; Craig A. Knoblock; Jason Slepicka; Andrew Philpot; Amandeep Singh; Chengye Yin; Dipsy Kapoor; Prem Natarajan; Daniel Marcu; Kevin Knight; David Stallard; Subessware S. Karunamoorthy; et al. (ISWC (2), 2015)

Using a Knowledge Graph to Combat Human Trafficking. - Pedro A. Szekely; Craig A. Knoblock; Jason Slepicka; Chengye Yin; Andrew Philpot; Amandeep Singh; Dipsy Kapoor; Prem Natarajan; Daniel Marcu; Kevin Knight; David Stallard; Subessware S. Karunamoorthy; et al. (ISWC (Posters & Demos), 2015)

Fast Neural Networks with Circulant Projections. - Yu Cheng 001; Felix X. Yu; Rogério Schmidt Feris; Sanjiv Kumar; Alok N. Choudhary; Shih-Fu Chang (CoRR, 2015)

CamSwarm: Instantaneous Smartphone Camera Arrays for Collaborative Photography. - Yan Wang 059; Jue Wang 001; Shih-Fu Chang (CoRR, 2015)

Compact Nonlinear Maps and Circulant Extensions. - Felix X. Yu; Sanjiv Kumar; Henry A. Rowley; Shih-Fu Chang (CoRR, 2015)

Deep Transfer Network: Unsupervised Domain Adaptation. - Xu Zhang 022; Felix X. Yu; Shih-Fu Chang; Shengjin Wang (CoRR, 2015)

Special issue on concept detection with big data. - Shih-Fu Chang; Thomas S. Huang; Michael S. Lew; Bart Thomee (Int. J. Multim. Inf. Retr., 2015)

Spherical Hashing: Binary Code Embedding with Hyperspheres. - Jae-Pil Heo; Youngwoon Lee; Junfeng He; Shih-Fu Chang; Sung-Eui Yoon (IEEE Trans. Pattern Anal. Mach. Intell., 2015)

Assistive Image Comment Robot - A Novel Mid-Level Concept-Based Representation. - Yan-Ying Chen; Tao Chen 015; Taikun Liu; Hong-Yuan Mark Liao; Shih-Fu Chang (IEEE Trans. Affect. Comput., 2015)

Learning Sample Specific Weights for Late Fusion. - Kuan-Ting Lai; Dong Liu 001; Shih-Fu Chang; Ming-Syan Chen (IEEE Trans. Image Process., 2015)

Super Fast Event Recognition in Internet Videos. - Yu-Gang Jiang 001; Qi Dai 001; Tao Mei 001; Yong Rui; Shih-Fu Chang (IEEE Trans. Multim., 2015)

Uploader Intent for Online Video: Typology, Inference, and Applications. - Christoph Kofler; Subhabrata Bhattacharya; Martha A. Larson; Tao Chen 015; Alan Hanjalic; Shih-Fu Chang (IEEE Trans. Multim., 2015)

A Multi-media Approach to Cross-lingual Entity Knowledge Transfer. - Di Lu 003; Xiaoman Pan; Nima Pourdamghani; Shih-Fu Chang; Heng Ji 001; Kevin Knight (ACL (1), 2016)

Interactive Segmentation on RGBD Images via Cue Selection. - Jie Feng; Brian L. Price; Scott Cohen; Shih-Fu Chang (CVPR, 2016)

Temporal Action Localization in Untrimmed Videos via Multi-stage CNNs. - Zheng Shou 001; Dongang Wang; Shih-Fu Chang (CVPR, 2016)

PanoSwarm: Collaborative and Synchronized Multi-Device Panoramic Photography. - Yan Wang 059; Sunghyun Cho; Jue Wang 001; Shih-Fu Chang (IUI, 2016)

New Frontiers of Large Scale Multimedia Information Retrieval. - Shih-Fu Chang (ICMR, 2016)

SentiCart: Cartography and Geo-contextualization for Multilingual Visual Sentiment. - Brendan Jou; Margaret Yuying Qian; Shih-Fu Chang (ICMR, 2016)

Complura: Exploring and Leveraging a Large-scale Multilingual Visual Sentiment Ontology. - Hongyi Liu 004; Brendan Jou; Tao Chen 015; Mercan Topkara; Nikolaos Pappas 002; Miriam Redi; Shih-Fu Chang (ICMR, 2016)

Multilingual Visual Sentiment Concept Matching. - Nikolaos Pappas 002; Miriam Redi; Mercan Topkara; Brendan Jou; Hongyi Liu 004; Tao Chen 015; Shih-Fu Chang (ICMR, 2016)

Watching What and How Politicians Discuss Various Topics: A Large-Scale Video Analytics UI. - Emily Song; Joseph G. Ellis; Hongzhi Li 001; Shih-Fu Chang (ICMR, 2016)

Placing Broadcast News Videos in their Social Media Context Using Hashtags. - Joseph G. Ellis; Svebor Karaman; Hongzhi Li 001; Hong Bin Shim; Shih-Fu Chang (ACM Multimedia, 2016)

Tamp: A Library for Compact Deep Neural Networks with Structured Matrices. - Bingchen Gong; Brendan Jou; Felix X. Yu; Shih-Fu Chang (ACM Multimedia, 2016)

Deep Cross Residual Learning for Multitask Visual Recognition. - Brendan Jou; Shih-Fu Chang (ACM Multimedia, 2016)

Event Specific Multimodal Pattern Mining for Knowledge Base Construction. - Hongzhi Li 001; Joseph G. Ellis; Heng Ji 001; Shih-Fu Chang (ACM Multimedia, 2016)

Cross-media Event Extraction and Recommendation. - Di Lu 003; Clare R. Voss; Fangbo Tao; Xiang Ren 001; Rachel Guan; Rostyslav Korolov; Tongtao Zhang; Dongang Wang; Hongzhi Li 001; Taylor Cassidy; Heng Ji 001; Shih-Fu Chang; et al. (HLT-NAACL Demos, 2016)

3D shape retrieval using a single depth image from low-cost sensors. - Jie Feng; Yan Wang 059; Shih-Fu Chang (WACV, 2016)

Columbia MVSO Image Sentiment Dataset. - Vaidehi Dalmia; Hongyi Liu 004; Shih-Fu Chang (CoRR, 2016)

Going Deeper for Multilingual Visual Sentiment Detection. - Brendan Jou; Shih-Fu Chang (CoRR, 2016)

Event Specific Multimodal Pattern Mining with Image-Caption Pairs. - Hongzhi Li 001; Joseph G. Ellis; Shih-Fu Chang (CoRR, 2016)

Model-Driven Feed-Forward Prediction for Manipulation of Deformable Objects. - Yinxiao Li; Yan Wang 059; Yonghao Yue; Danfei Xu; Michael Case; Shih-Fu Chang; Eitan Grinspun; Peter K. Allen (CoRR, 2016)

Action Temporal Localization in Untrimmed Videos via Multi-stage CNNs. - Zheng Shou 001; Dongang Wang; Shih-Fu Chang (CoRR, 2016)

Generic Instance Search and Re-identification from One Example via Attributes and Categories. - Ran Tao 004; Arnold W. M. Smeulders; Shih-Fu Chang (CoRR, 2016)

EventNet Version 1.1 Technical Report. - Dongang Wang; Zheng Shou 001; Hongyi Liu 004; Shih-Fu Chang (CoRR, 2016)

Learning to Hash for Indexing Big Data - A Survey. - Jun Wang 006; Wei Liu 005; Sanjiv Kumar; Shih-Fu Chang (Proc. IEEE, 2016)

Localizing Actions from Video Labels and Pseudo-Annotations. - Pascal Mettes; Cees Snoek; Shih-Fu Chang (BMVC, 2017)

CDC: Convolutional-De-Convolutional Networks for Precise Temporal Action Localization in Untrimmed Videos. - Zheng Shou 001; Jonathan Chan; Alireza Zareian; Kazuyuki Miyazawa; Shih-Fu Chang (CVPR, 2017)

Visual Translation Embedding Network for Visual Relation Detection. - Hanwang Zhang; Zawlin Kyaw; Shih-Fu Chang; Tat-Seng Chua (CVPR, 2017)

Learning Discriminative and Transformation Covariant Local Feature Detectors. - Xu Zhang 022; Felix X. Yu; Svebor Karaman; Shih-Fu Chang (CVPR, 2017)

PPR-FCN: Weakly Supervised Visual Relation Detection via Parallel Pairwise R-FCN. - Hanwang Zhang; Zawlin Kyaw; Jinyang Yu; Shih-Fu Chang (ICCV, 2017)

Learning Spread-Out Local Feature Descriptors. - Xu Zhang 022; Felix X. Yu; Sanjiv Kumar; Shih-Fu Chang (ICCV, 2017)

MUSA2: First ACM Workshop on Multimodal Understanding of Social, Affective and Subjective Attributes. - Xavier Alameda-Pineda; Miriam Redi; Mohammad Soleymani 001; Nicu Sebe; Shih-Fu Chang; Samuel D. Gosling (ACM Multimedia, 2017)

More Cat than Cute?: Interpretable Prediction of Adjective-Noun Pairs. - Delia Fernandez; Alejandro Woodward; Victor Campos 001; Xavier Giró-i-Nieto; Brendan Jou; Shih-Fu Chang (MUSA2@MM, 2017)

LSVC2017: Large-Scale Video Classification Challenge. - Zuxuan Wu; Yu-Gang Jiang 001; Larry Davis 001; Shih-Fu Chang (ACM Multimedia, 2017)

Improving Event Extraction via Multimodal Integration. - Tongtao Zhang; Spencer Whitehead; Hanwang Zhang; Hongzhi Li 001; Joseph G. Ellis; Lifu Huang; Wei Liu 005; Heng Ji 001; Shih-Fu Chang (ACM Multimedia, 2017)

Deep Image Set Hashing. - Jie Feng; Svebor Karaman; Shih-Fu Chang (WACV, 2017)

ConvNet Architecture Search for Spatiotemporal Feature Learning. - Du Tran; Jamie Ray; Zheng Shou 001; Shih-Fu Chang; Manohar Paluri (CoRR, 2017)

Zero-Shot Visual Recognition using Semantics-Preserving Adversarial Embedding Network. - Long Chen 016; Hanwang Zhang; Jun Xiao 001; Wei Liu 005; Shih-Fu Chang (CoRR, 2017)

Multilingual visual sentiment concept clustering and analysis. - Nikolaos Pappas 002; Miriam Redi; Mercan Topkara; Hongyi Liu 004; Brendan Jou; Tao Chen 015; Shih-Fu Chang (Int. J. Multim. Inf. Retr., 2017)

A survey of multimodal sentiment analysis. - Mohammad Soleymani 001; David García 001; Brendan Jou; Björn W. Schuller; Shih-Fu Chang; Maja Pantic (Image Vis. Comput., 2017)

Guest editorial: Multimodal sentiment analysis and mining in the wild. - Mohammad Soleymani 001; Björn W. Schuller; Shih-Fu Chang (Image Vis. Comput., 2017)

On Binary Embedding using Circulant Matrices. - Felix X. Yu; Aditya Bhaskara; Sanjiv Kumar; Yunchao Gong; Shih-Fu Chang (J. Mach. Learn. Res., 2017)

Hash Bit Selection for Nearest Neighbor Search. - Xianglong Liu 001; Junfeng He; Shih-Fu Chang (IEEE Trans. Image Process., 2017)

Zero-Shot Visual Recognition Using Semantics-Preserving Adversarial Embedding Networks. - Long Chen 016; Hanwang Zhang; Jun Xiao 001; Wei Liu 005; Shih-Fu Chang (CVPR, 2018)

Grounding Referring Expressions in Images by Variational Context. - Hanwang Zhang; Yulei Niu; Shih-Fu Chang (CVPR, 2018)

AutoLoc: Weakly-Supervised Temporal Action Localization in Untrimmed Videos. - Zheng Shou 001; Hang Gao; Lei Zhang 001; Kazuyuki Miyazawa; Shih-Fu Chang (ECCV (16), 2018)

Online Detection of Action Start in Untrimmed, Streaming Videos. - Zheng Shou 001; Junting Pan; Jonathan Chan; Kazuyuki Miyazawa; Hassan Mansour; Anthony Vetro; Xavier Giró-i-Nieto; Shih-Fu Chang (ECCV (3), 2018)

Entity-aware Image Caption Generation. - Di Lu 003; Spencer Whitehead; Lifu Huang; Heng Ji 001; Shih-Fu Chang (EMNLP, 2018)

Incorporating Background Knowledge into Video Description Generation. - Spencer Whitehead; Heng Ji 001; Mohit Bansal; Shih-Fu Chang; Clare R. Voss (EMNLP, 2018)

Skip RNN: Learning to Skip State Updates in Recurrent Neural Networks. - Víctor Campos 001; Brendan Jou; Xavier Giró-i-Nieto; Jordi Torres; Shih-Fu Chang (ICLR (Poster), 2018)

PatternNet: Visual Pattern Mining with Deep Neural Network. - Hongzhi Li 001; Joseph G. Ellis; Lei Zhang 001; Shih-Fu Chang (ICMR, 2018)

EE-USAD: ACM MM 2018Workshop on UnderstandingSubjective Attributes of Data focus on Evoked Emotions. - Xavier Alameda-Pineda; Miriam Redi; Nicu Sebe; Shih-Fu Chang; Jiebo Luo 001 (ACM Multimedia, 2018)

Low-shot Learning via Covariance-Preserving Adversarial Augmentation Networks. - Hang Gao; Zheng Shou 001; Alireza Zareian; Hanwang Zhang; Shih-Fu Chang (NeurIPS, 2018)

GAIA - A Multi-media Multi-lingual Knowledge Extraction and Hypothesis Generation System. - Tongtao Zhang; Ananya Subburathinam; Ge Shi 002; Lifu Huang; Di Lu 003; Xiaoman Pan; Manling Li; Boliang Zhang; Qingyun Wang 005; Spencer Whitehead; Heng Ji 001; Alireza Zareian; et al. (TAC, 2018)

Ask not what your postdoc can do for you ... - Chitta Baral; Shih-Fu Chang; Brian Curless; Partha Dasgupta; Julia Hirschberg; Anita Jones (Commun. ACM, 2018)

Online Action Detection in Untrimmed, Streaming Videos - Modeling and Evaluation. - Zheng Shou 001; Junting Pan; Jonathan Chan; Kazuyuki Miyazawa; Hassan Mansour; Anthony Vetro; Xavier Giró-i-Nieto; Shih-Fu Chang (CoRR, 2018)

AutoLoc: Weakly-supervised Temporal Action Localization. - Zheng Shou 001; Hang Gao; Lei Zhang 001; Kazuyuki Miyazawa; Shih-Fu Chang (CoRR, 2018)

Heated-Up Softmax Embedding. - Xu Zhang 022; Felix X. Yu; Svebor Karaman; Wei Zhang 031; Shih-Fu Chang (CoRR, 2018)

Scene Dynamics: Counterfactual Critic Multi-Agent Training for Scene Graph Generation. - Long Chen 016; Hanwang Zhang; Jun Xiao 001; Xiangnan He 001; Shiliang Pu; Shih-Fu Chang (CoRR, 2018)

Guest Editorial. - Lamberto Ballan; Shih-Fu Chang; Gang Hua 001; Thomas Mensink; Greg Mori; Rahul Sukthankar (Comput. Vis. Image Underst., 2018)

Exploiting Feature and Class Relationships in Video Categorization with Regularized Deep Neural Networks. - Yu-Gang Jiang 001; Zuxuan Wu; Jun Wang 006; Xiangyang Xue 001; Shih-Fu Chang (IEEE Trans. Pattern Anal. Mach. Intell., 2018)

Model-Driven Feedforward Prediction for Manipulation of Deformable Objects. - Yinxiao Li; Yan Wang 059; Yonghao Yue; Danfei Xu; Michael Case; Shih-Fu Chang; Eitan Grinspun; Peter K. Allen (IEEE Trans Autom. Sci. Eng., 2018)

Modeling Multimodal Clues in a Hybrid Deep Learning Framework for Video Classification. - Yu-Gang Jiang 001; Zuxuan Wu; Jinhui Tang 001; Zechao Li; Xiangyang Xue 001; Shih-Fu Chang (IEEE Trans. Multim., 2018)

Editorial IEEE Transactions on Multimedia Special Section on Video Analytics: Challenges, Algorithms, and Applications. - B. Prabhakaran 001; Yu-Gang Jiang 001; Hari Kalva; Shih-Fu Chang (IEEE Trans. Multim., 2018)

Multi-Level Multimodal Common Semantic Space for Image-Phrase Grounding. - Hassan Akbari; Svebor Karaman; Surabhi Bhargava; Brian Chen 001; Carl Vondrick; Shih-Fu Chang (CVPR, 2019)

Urban Semantic 3D Reconstruction From Multiview Satellite Imagery. - Matthew J. Leotta; Chengjiang Long; Bastien Jacquet; Matthieu Zins; Dan Lipsa; Jie Shan; Bo Xu 003; Zhixin Li 004; Xu Zhang 022; Shih-Fu Chang; Matthew Purri; Jia Xue; et al. (CVPR Workshops, 2019)

Multi-Granularity Generator for Temporal Action Proposal. - Yuan Liu; Lin Ma 002; Yifeng Zhang 001; Wei Liu 005; Shih-Fu Chang (CVPR, 2019)

DMC-Net: Generating Discriminative Motion Cues for Fast Compressed Video Action Recognition. - Zheng Shou 001; Xudong Lin 003; Yannis Kalantidis; Laura Sevilla-Lara; Marcus Rohrbach; Shih-Fu Chang; Zhicheng Yan 001 (CVPR, 2019)

Unsupervised Embedding Learning via Invariant and Spreading Instance Feature. - Mang Ye; Xu Zhang 022; Pong C. Yuen; Shih-Fu Chang (CVPR, 2019)

Cross-lingual Structure Transfer for Relation and Event Extraction. - Ananya Subburathinam; Di Lu 003; Heng Ji 001; Jonathan May; Shih-Fu Chang; Avirup Sil; Clare R. Voss (EMNLP/IJCNLP (1), 2019)

Counterfactual Critic Multi-Agent Training for Scene Graph Generation. - Long Chen 016; Hanwang Zhang; Jun Xiao 001; Xiangnan He 001; Shiliang Pu; Shih-Fu Chang (ICCV, 2019)

Multimodal Social Media Analysis for Gang Violence Prevention. - Philipp Blandfort; Desmond Upton Patton; William R. Frey; Svebor Karaman; Surabhi Bhargava; Fei-Tzin Lee; Siddharth Varia; Chris Kedzie; Michael B. Gaskell; Rossano Schifanella; Kathleen R. McKeown; Shih-Fu Chang (ICWSM, 2019)

One-Shot Learning for Function-Specific Region Segmentation in Mouse Brain. - Xu Zhang 022; Zhuowei Li 002; Pei-Jie Wang; Katelyn Y. Liao; Shen-Ju Chou; Shih-Fu Chang; Jung-Chi Liao (ISBI, 2019)

Unsupervised Rank-Preserving Hashing for Large-Scale Image Retrieval. - Svebor Karaman; Xudong Lin 003; Xuefeng Hu; Shih-Fu Chang (ICMR, 2019)

FAT/MM'19: 1st International Workshop on Fairness, Accountability, and Transparency in MultiMedia. - Xavier Alameda-Pineda; Miriam Redi; L. Elisa Celis; Nicu Sebe; Shih-Fu Chang (ACM Multimedia, 2019)

PANEL: Challenges for Multimedia/Multimodal Research in the Next Decade. - Shih-Fu Chang; Louis-Philippe Morency; Alexander G. Hauptmann; Alberto Del Bimbo; Cathal Gurrin; Hayley Hung; Heng Ji 001; Alan F. Smeaton (ACM Multimedia, 2019)

GAIA at SM-KBP 2019 - A Multi-media Multi-lingual Knowledge Extraction and Hypothesis Generation System. - Manling Li; Ying Lin; Ananya Subburathinam; Spencer Whitehead; Xiaoman Pan; Di Lu 003; Qingyun Wang 005; Tongtao Zhang; Lifu Huang; Heng Ji 001; Alireza Zareian; Hassan Akbari; et al. (TAC, 2019)

Detecting and Simulating Artifacts in GAN Fake Images. - Xu Zhang 022; Svebor Karaman; Shih-Fu Chang (WIFS, 2019)

CDSA: Cross-Dimensional Self-Attention for Multivariate, Geo-tagged Time Series Imputation. - Jiawei Ma; Zheng Shou 001; Alireza Zareian; Hassan Mansour; Anthony Vetro; Shih-Fu Chang (CoRR, 2019)

Report of 2017 NSF Workshop on Multimedia Challenges, Opportunities and Research Roadmaps. - Shih-Fu Chang; Alexander G. Hauptmann; Louis-Philippe Morency; Sameer K. Antani; Dick C. A. Bulterman; Carlos Busso; Joyce Yue Chai; Julia Hirschberg; Ramesh C. Jain; Ketan Mayer-Patel; Reuven Meth; Raymond J. Mooney; et al. (CoRR, 2019)

LPAT: Learning to Predict Adaptive Threshold for Weakly-supervised Temporal Action Localization. - Xudong Lin 003; Zheng Shou 001; Shih-Fu Chang (CoRR, 2019)

Learning to Learn Words from Narrated Video. - Dídac Surís; Dave Epstein; Heng Ji 001; Shih-Fu Chang; Carl Vondrick (CoRR, 2019)

Flow-Distilled IP Two-Stream Networks for Compressed Video Action Recognition. - Shiyuan Huang; Xudong Lin 003; Svebor Karaman; Shih-Fu Chang (CoRR, 2019)

Automatic visual pattern mining from categorical image dataset. - Hongzhi Li 001; Joseph G. Ellis; Lei Zhang 001; Shih-Fu Chang (Int. J. Multim. Inf. Retr., 2019)

Multi-Modal Multi-Scale Deep Learning for Large-Scale Image Annotation. - Yulei Niu; Zhiwu Lu 001; Ji-Rong Wen; Tao Xiang 002; Shih-Fu Chang (IEEE Trans. Image Process., 2019)

Special Section on Multimodal Understanding of Social, Affective, and Subjective Attributes. - Xavier Alameda-Pineda; Miriam Redi; Mohammad Soleymani 001; Nicu Sebe; Shih-Fu Chang; Samuel D. Gosling (ACM Trans. Multim. Comput. Commun. Appl., 2019)

General Partial Label Learning via Dual Bipartite Graph Autoencoder. - Brian Chen 001; Bo Wu 018; Alireza Zareian; Hanwang Zhang; Shih-Fu Chang (AAAI, 2020)

GAIA: A Fine-grained Multimedia Knowledge Extraction System. - Manling Li; Alireza Zareian; Ying Lin; Xiaoman Pan; Spencer Whitehead; Brian Chen 001; Bo Wu 018; Heng Ji 001; Shih-Fu Chang; Clare R. Voss; Daniel Napierski; Marjorie Freedman (ACL (demo), 2020)

Cross-media Structured Common Space for Multimedia Event Extraction. - Manling Li; Alireza Zareian; Qi Zeng 001; Spencer Whitehead; Di Lu 003; Heng Ji 001; Shih-Fu Chang (ACL, 2020)

Weakly Supervised Visual Semantic Parsing. - Alireza Zareian; Svebor Karaman; Shih-Fu Chang (CVPR, 2020)

Context-Gated Convolution. - Xudong Lin 003; Lin Ma 002; Wei Liu 005; Shih-Fu Chang (ECCV (18), 2020)

Learning to Learn Words from Visual Scenes. - Dídac Surís; Dave Epstein; Heng Ji 001; Shih-Fu Chang; Carl Vondrick (ECCV (29), 2020)

Bridging Knowledge Graphs to Generate Scene Graphs. - Alireza Zareian; Svebor Karaman; Shih-Fu Chang (ECCV (23), 2020)

Learning Visual Commonsense for Robust Scene Graph Generation. - Alireza Zareian; Zhecan Wang; Haoxuan You; Shih-Fu Chang (ECCV (23), 2020)

Cross-lingual Structure Transfer for Zero-resource Event Extraction. - Di Lu 003; Ananya Subburathinam; Heng Ji 001; Jonathan May; Shih-Fu Chang; Avirup Sil; Clare R. Voss (LREC, 2020)

FATE/MM 20: 2nd International Workshop on Fairness, Accountability, Transparency and Ethics in MultiMedia. - Xavier Alameda-Pineda; Miriam Redi; Jahna Otterbacher; Nicu Sebe; Shih-Fu Chang (ACM Multimedia, 2020)

Training with Streaming Annotation. - Tongtao Zhang; Heng Ji 001; Shih-Fu Chang; Marjorie Freedman (CoRR, 2020)

Unifying Specialist Image Embedding into Universal Image Embedding. - Yang Feng 001; Futang Peng; Xu Zhang 022; Wei Zhu 015; Shanfeng Zhang; Howard Zhou; Zhen Li 028; Tom Duerig; Shih-Fu Chang; Jiebo Luo 001 (CoRR, 2020)

Deep Learning Guided Building Reconstruction from Satellite Imagery-derived Point Clouds. - Bo Xu 003; Xu Zhang 022; Zhixin Li 004; Matthew J. Leotta; Shih-Fu Chang; Jie Shan (CoRR, 2020)

Rethinking Classification Loss Designs for Person Re-identification with a Unified View. - Zhizheng Zhang 004; Cuiling Lan; Wenjun Zeng 001; Zhibo Chen 001; Shih-Fu Chang (CoRR, 2020)

COVID-19 Literature Knowledge Graph Construction and Drug Repurposing Report Generation. - Qingyun Wang 005; Manling Li; Xuan Wang 008; Nikolaus Nova Parulian; Guangxing Han; Jiawei Ma; Jingxuan Tu; Ying Lin; Haoran Zhang 004; Weili Liu; Aabhas Chauhan; Yingjun Guan; et al. (CoRR, 2020)

Analogical Reasoning for Visually Grounded Language Acquisition. - Bo Wu 018; Haoyu Qin; Alireza Zareian; Carl Vondrick; Shih-Fu Chang (CoRR, 2020)

Ref-NMS: Breaking Proposal Bottlenecks in Two-Stage Referring Expression Grounding. - Long Chen 016; Wenbo Ma; Jun Xiao 001; Hanwang Zhang; Wei Liu 005; Shih-Fu Chang (CoRR, 2020)

Weakly-supervised VisualBERT: Pre-training without Parallel Images and Captions. - Liunian Harold Li; Haoxuan You; Zhecan Wang; Alireza Zareian; Shih-Fu Chang; Kai-Wei Chang (CoRR, 2020)

Neuro-Symbolic Representations for Video Captioning: A Case for Leveraging Inductive Biases for Vision and Language. - Hassan Akbari; Hamid Palangi; Jianwei Yang; Sudha Rao; Asli Celikyilmaz; Roland Fernandez; Paul Smolensky; Jianfeng Gao 001; Shih-Fu Chang (CoRR, 2020)

Task-Adaptive Negative Class Envision for Few-Shot Open-Set Recognition. - Shiyuan Huang; Jiawei Ma; Guangxing Han; Shih-Fu Chang (CoRR, 2020)

Discovering Image Manipulation History by Pairwise Relation and Forensics Tools. - Xu Zhang 022; Zhaohui H. Sun; Svebor Karaman; Shih-Fu Chang (IEEE J. Sel. Top. Signal Process., 2020)

Ref-NMS: Breaking Proposal Bottlenecks in Two-Stage Referring Expression Grounding. - Long Chen 016; Wenbo Ma; Jun Xiao 001; Hanwang Zhang; Shih-Fu Chang (AAAI, 2021)

InfoSurgeon: Cross-Media Fine-grained Information Consistency Checking for Fake News Detection. - Yi R. Fung 001; Christopher Thomas 004; Revanth Gangi Reddy; Sandeep Polisetty; Heng Ji 001; Shih-Fu Chang; Kathleen R. McKeown; Mohit Bansal; Avi Sil (ACL/IJCNLP (1), 2021)

Vx2Text: End-to-End Learning of Video-Based Text Generation From Multimodal Inputs. - Xudong Lin 003; Gedas Bertasius; Jue Wang 001; Shih-Fu Chang; Devi Parikh; Lorenzo Torresani (CVPR, 2021)

Co-Grounding Networks With Semantic Attention for Referring Expression Comprehension in Videos. - Sijie Song; Xudong Lin 003; Jiaying Liu 001; Zongming Guo; Shih-Fu Chang (CVPR, 2021)

Open-Vocabulary Object Detection Using Captions. - Alireza Zareian; Kevin Dela Rosa; Derek Hao Hu; Shih-Fu Chang (CVPR, 2021)

Joint Multimedia Event Extraction from Video and Article. - Brian Chen 001; Xudong Lin 003; Christopher Thomas 004; Manling Li; Shoya Yoshida; Lovish Chum; Heng Ji 001; Shih-Fu Chang (EMNLP (Findings), 2021)

Multimodal Clustering Networks for Self-supervised Learning from Unlabeled Videos. - Brian Chen 001; Andrew Rouditchenko; Kevin Duarte; Hilde Kuehne; Samuel Thomas 001; Angie W. Boggust; Rameswar Panda; Brian Kingsbury; Rogério Feris; David Harwath; James R. Glass; Michael Picheny; et al. (ICCV, 2021)

Query Adaptive Few-Shot Object Detection with Heterogeneous Graph Convolutional Networks. - Guangxing Han; Yicheng He; Shiyuan Huang; Jiawei Ma; Shih-Fu Chang (ICCV, 2021)

Partner-Assisted Learning for Few-Shot Image Classification. - Jiawei Ma; Hanchen Xie; Guangxing Han; Shih-Fu Chang; Aram Galstyan; Wael Abd-Almageed (ICCV, 2021)

Uncertainty-Aware Few-Shot Image Classification. - Zhizheng Zhang 004; Cuiling Lan; Wenjun Zeng 001; Zhibo Chen 001; Shih-Fu Chang (IJCAI, 2021)

Unsupervised Vision-and-Language Pre-training Without Parallel Images and Captions. - Liunian Harold Li; Haoxuan You; Zhecan Wang; Alireza Zareian; Shih-Fu Chang; Kai-Wei Chang (NAACL-HLT, 2021)

COVID-19 Literature Knowledge Graph Construction and Drug Repurposing Report Generation. - Qingyun Wang 005; Manling Li; Xuan Wang 008; Nikolaus Nova Parulian; Guangxing Han; Jiawei Ma; Jingxuan Tu; Ying Lin; Haoran Zhang 004; Weili Liu; Aabhas Chauhan; Yingjun Guan; et al. (NAACL-HLT (Demonstrations), 2021)

RESIN: A Dockerized Schema-Guided Cross-document Cross-lingual Cross-media Information Extraction and Event Tracking System. - Haoyang Wen; Ying Lin; Tuan Manh Lai; Xiaoman Pan; Sha Li; Xudong Lin 003; Ben Zhou; Manling Li; Haoyu Wang 005; Hongming Zhang 009; Xiaodong Yu 003; Alexander Dong; et al. (NAACL-HLT (Demonstrations), 2021)

VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and Text. - Hassan Akbari; Liangzhe Yuan; Rui Qian; Wei-Hong Chuang; Shih-Fu Chang; Yin Cui; Boqing Gong (NeurIPS, 2021)

Variational Context: Exploiting Visual and Textual Context for Grounding Referring Expressions. - Yulei Niu; Hanwang Zhang; Zhiwu Lu 001; Shih-Fu Chang (IEEE Trans. Pattern Anal. Mach. Intell., 2021)

Meta Faster R-CNN: Towards Accurate Few-Shot Object Detection with Attentive Feature Alignment. - Guangxing Han; Shiyuan Huang; Jiawei Ma; Yicheng He; Shih-Fu Chang (AAAI, 2022)

MuMuQA: Multimedia Multi-Hop News Question Answering via Cross-Media Knowledge Extraction and Grounding. - Revanth Gangi Reddy; Xilin Rui; Manling Li; Xudong Lin 003; Haoyang Wen; Jaemin Cho 001; Lifu Huang; Mohit Bansal; Avirup Sil; Shih-Fu Chang; Alexander G. Schwing; Heng Ji 001 (AAAI, 2022)

SGEITL: Scene Graph Enhanced Image-Text Learning for Visual Commonsense Reasoning. - Zhecan Wang; Haoxuan You; Liunian Harold Li; Alireza Zareian; Suji Park; Yiqing Liang; Kai-Wei Chang; Shih-Fu Chang (AAAI, 2022)

Learning To Recognize Procedural Activities with Distant Supervision. - Xudong Lin 003; Fabio Petroni; Gedas Bertasius; Marcus Rohrbach; Shih-Fu Chang; Lorenzo Torresani (CVPR, 2022)

One-Stage Object Referring with Gaze Estimation. - Jianhang Chen; Xu Zhang 022; Yue Wu 001; Shalini Ghosh; Pradeep Natarajan; Shih-Fu Chang; Jan P. Allebach (CVPR Workshops, 2022)

Few-Shot Object Detection with Fully Cross-Transformer. - Guangxing Han; Jiawei Ma; Shiyuan Huang; Long Chen 016; Shih-Fu Chang (CVPR, 2022)

Task-Adaptive Negative Envision for Few-Shot Open-Set Recognition. - Shiyuan Huang; Jiawei Ma; Guangxing Han; Shih-Fu Chang (CVPR, 2022)

CLIP-Event: Connecting Text and Images with Event Structures. - Manling Li; Ruochen Xu; Shuohang Wang; Luowei Zhou; Xudong Lin 003; Chenguang Zhu 001; Michael Zeng 001; Heng Ji 001; Shih-Fu Chang (CVPR, 2022)

Video in 10 Bits: Few-Bit VideoQA for Efficiency and Privacy. - Shiyuan Huang; Robinson Piramuthu; Shih-Fu Chang; Gunnar A. Sigurdsson (ECCV Workshops (5), 2022)

Few-Shot End-to-End Object Detection via Constantly Concentrated Encoding Across Heads. - Jiawei Ma; Guangxing Han; Shiyuan Huang; Yuncong Yang; Shih-Fu Chang (ECCV (26), 2022)

Fine-Grained Visual Entailment. - Christopher Thomas 004; Yipeng Zhang; Shih-Fu Chang (ECCV (36), 2022)

Learning Visual Representation from Modality-Shared Contrastive Language-Image Pre-training. - Haoxuan You; Luowei Zhou; Bin Xiao 004; Noel Codella; Yu Cheng 001; Ruochen Xu; Shih-Fu Chang; Lu Yuan (ECCV (27), 2022)

Weakly-Supervised Temporal Article Grounding. - Long Chen 016; Yulei Niu; Brian Chen 001; Xudong Lin 003; Guangxing Han; Christopher Thomas 004; Hammad A. Ayyubi; Heng Ji 001; Shih-Fu Chang (EMNLP, 2022)

Understanding ME? Multimodal Evaluation for Fine-grained Visual Commonsense. - Zhecan Wang; Haoxuan You; Yicheng He; Wenhao Li; Kai-Wei Chang; Shih-Fu Chang (EMNLP, 2022)

Find Someone Who: Visual Commonsense Understanding in Human-Centric Grounding. - Haoxuan You; Rui Sun; Zhecan Wang; Kai-Wei Chang; Shih-Fu Chang (EMNLP (Findings), 2022)

Asd-Transformer: Efficient Active Speaker Detection Using Self And Multimodal Transformers. - Gourav Datta; Tyler Etchart; Vivek Yadav; Varsha Hedau; Pradeep Natarajan; Shih-Fu Chang (ICASSP, 2022)

Few-Shot Gaze Estimation with Model Offset Predictors. - Jiawei Ma; Xu Zhang 022; Yue Wu 001; Varsha Hedau; Shih-Fu Chang (ICASSP, 2022)

Language Models with Image Descriptors are Strong Few-Shot Video-Language Learners. - Zhenhailong Wang; Manling Li; Ruochen Xu; Luowei Zhou; Jie Lei 003; Xudong Lin 003; Shuohang Wang; Ziyi Yang; Chenguang Zhu 001; Derek Hoiem; Shih-Fu Chang; Mohit Bansal; et al. (NeurIPS, 2022)

CLIP-TD: CLIP Targeted Distillation for Vision-Language Tasks. - Zhecan Wang; Noel Codella; Yen-Chun Chen 001; Luowei Zhou; Jianwei Yang; Xiyang Dai; Bin Xiao 004; Haoxuan You; Shih-Fu Chang; Lu Yuan (CoRR, 2022)

Multimodal Few-Shot Object Detection with Meta-Learning Based Cross-Modal Prompting. - Guangxing Han; Jiawei Ma; Shiyuan Huang; Long Chen 016; Rama Chellappa; Shih-Fu Chang (CoRR, 2022)

Multimodal Adaptive Distillation for Leveraging Unimodal Encoders for Vision-Language Tasks. - Zhecan Wang; Noel Codella; Yen-Chun Chen 001; Luowei Zhou; Xiyang Dai; Bin Xiao 004; Jianwei Yang; Haoxuan You; Kai-Wei Chang; Shih-Fu Chang; Lu Yuan (CoRR, 2022)

Multimodal Event Graphs: Towards Event Centric Understanding of Multimodal World. - Hammad A. Ayyubi; Christopher Thomas 004; Lovish Chum; Rahul Lokesh; Yulei Niu; Xudong Lin 003; Long Chen 016; Jaywon Koo; Sounak Ray; Shih-Fu Chang (CoRR, 2022)

Augmentation Invariant and Instance Spreading Feature for Softmax Embedding. - Mang Ye; Jianbing Shen; Xu Zhang 022; Pong C. Yuen; Shih-Fu Chang (IEEE Trans. Pattern Anal. Mach. Intell., 2022)

Beyond Triplet Loss: Meta Prototypical N-Tuple Loss for Person Re-identification. - Zhizheng Zhang 004; Cuiling Lan; Wenjun Zeng 001; Zhibo Chen 001; Shih-Fu Chang (IEEE Trans. Multim., 2022)

Video Event Extraction via Tracking Visual States of Arguments. - Guang Yang 046; Manling Li; Jiajie Zhang; Xudong Lin 003; Heng Ji 001; Shih-Fu Chang (AAAI, 2023)

Learning from Children: Improving Image-Caption Pretraining via Curriculum. - Hammad A. Ayyubi; Rahul Lokesh; Alireza Zareian; Bo Wu 018; Shih-Fu Chang (ACL (Findings), 2023)

UniFine: A Unified and Fine-grained Approach for Zero-shot Vision-Language Understanding. - Rui Sun; Zhecan Wang; Haoxuan You; Noel Codella; Kai-Wei Chang; Shih-Fu Chang (ACL (Findings), 2023)

Enhanced Chart Understanding via Visual Language Pre-training on Plot Table Pairs. - Mingyang Zhou; Yi Ren Fung 001; Long Chen 016; Christopher Thomas 004; Heng Ji 001; Shih-Fu Chang (ACL (Findings), 2023)

Non-Sequential Graph Script Induction via Multimedia Grounding. - Yu Zhou 030; Sha Li; Manling Li; Xudong Lin 003; Shih-Fu Chang; Mohit Bansal; Heng Ji 001 (ACL (1), 2023)

Towards Fast Adaptation of Pretrained Contrastive Models for Multi-channel Video-Language Retrieval. - Xudong Lin 003; Simran Tiwari; Shiyuan Huang; Manling Li; Mike Zheng Shou; Heng Ji 001; Shih-Fu Chang (CVPR, 2023)

Supervised Masked Knowledge Distillation for Few-Shot Transformers. - Han Lin; Guangxing Han; Jiawei Ma; Shiyuan Huang; Xudong Lin 003; Shih-Fu Chang (CVPR, 2023)

In Defense of Structural Symbolic Representation for Video Event-Relation Prediction. - Andrew Lu; Xudong Lin 003; Yulei Niu; Shih-Fu Chang (CVPR Workshops, 2023)

DiGeo: Discriminative Geometry-Aware Learning for Generalized Few-Shot Object Detection. - Jiawei Ma; Yulei Niu; Jincheng Xu; Shiyuan Huang; Guangxing Han; Shih-Fu Chang (CVPR, 2023)

Language Models are Causal Knowledge Extractors for Zero-shot Video Question Answering. - Hung-Ting Su; Yulei Niu; Xudong Lin 003; Winston H. Hsu; Shih-Fu Chang (CVPR Workshops, 2023)

Dataset Bias Mitigation in Multiple-Choice Visual Question Answering and Beyond. - Zhecan Wang; Long Chen 016; Haoxuan You; Keyang Xu; Yicheng He; Wenhao Li; Noel Codella; Kai-Wei Chang; Shih-Fu Chang (EMNLP (Findings), 2023)

IdealGPT: Iteratively Decomposing Vision and Language Reasoning via Large Language Models. - Haoxuan You; Rui Sun; Zhecan Wang; Long Chen 016; Gengyu Wang; Hammad A. Ayyubi; Kai-Wei Chang; Shih-Fu Chang (EMNLP (Findings), 2023)

TempCLR: Temporal Alignment Representation with Contrastive Learning. - Yuncong Yang; Jiawei Ma; Shiyuan Huang; Long Chen 016; Xudong Lin 003; Guangxing Han; Shih-Fu Chang (ICLR, 2023)

PreViTS: Contrastive Pretraining with Video Tracking Supervision. - Brian Chen 001; Ramprasaath R. Selvaraju; Shih-Fu Chang; Juan Carlos Niebles; Nikhil Naik (WACV, 2023)

Enhanced Chart Understanding in Vision and Language Task via Cross-modal Pre-training on Plot Table Pairs. - Mingyang Zhou; Yi R. Fung 001; Long Chen 016; Christopher Thomas 004; Heng Ji 001; Shih-Fu Chang (CoRR, 2023)

Characterizing Video Question Answering with Sparsified Inputs. - Shiyuan Huang; Robinson Piramuthu; Vicente Ordonez; Shih-Fu Chang; Gunnar A. Sigurdsson (CoRR, 2023)

Video Summarization: Towards Entity-Aware Captions. - Hammad A. Ayyubi; Tianqi Liu 002; Arsha Nagrani; Xudong Lin 003; Mingda Zhang; Anurag Arnab; Feng Han; Yukun Zhu; Jialu Liu; Shih-Fu Chang (CoRR, 2023)

Beyond Grounding: Extracting Fine-Grained Event Hierarchies across Modalities. - Hammad A. Ayyubi; Christopher Thomas 004; Lovish Chum; Rahul Lokesh; Long Chen 016; Yulei Niu; Xudong Lin 003; Xuande Feng; Jaywon Koo; Sounak Ray; Shih-Fu Chang (AAAI, 2024)

Do LVLMs Understand Charts? Analyzing and Correcting Factual Errors in Chart Captioning. - Kung-Hsiang Huang; Mingyang Zhou; Hou Pong Chan; Yi Fung 001; Zhenhailong Wang; Lingyu Zhang 002; Shih-Fu Chang; Heng Ji 001 (ACL (Findings), 2024)

What, When, and Where? Self-Supervised Spatio- Temporal Grounding in Untrimmed Multi-Action Videos from Narrated Instructions. - Brian Chen 001; Nina Shvetsova; Andrew Rouditchenko; Daniel Kondermann; Samuel Thomas 001; Shih-Fu Chang; Rogério Feris; James R. Glass; Hilde Kuehne (CVPR, 2024)

MoDE: CLIP Data Experts via Clustering. - Jiawei Ma; Po-Yao Huang 001; Saining Xie; Shang-Wen Li 001; Luke Zettlemoyer; Shih-Fu Chang; Wen-Tau Yih; Hu Xu 001 (CVPR, 2024)

RAP: Retrieval-Augmented Planner for Adaptive Procedure Planning in Instructional Videos. - Ali Zare; Yulei Niu; Hammad A. Ayyubi; Shih-Fu Chang (ECCV (77), 2024)

Training-free Deep Concept Injection Enables Language Models for Video Question Answering. - Xudong Lin 003; Manling Li; Richard S. Zemel; Heng Ji 001; Shih-Fu Chang (EMNLP, 2024)

VIEWS: Entity-Aware News Video Captioning. - Hammad A. Ayyubi; Tianqi Liu 002; Arsha Nagrani; Xudong Lin 003; Mingda Zhang; Anurag Arnab; Feng Han; Yukun Zhu; Xuande Feng; Kevin Zhang; Jialu Liu; Shih-Fu Chang (EMNLP, 2024)

Personalized Video Comment Generation. - Xudong Lin 003; Ali Zare; Shiyuan Huang; Ming-Hsuan Yang 003; Shih-Fu Chang; Li Zhang (EMNLP (Findings), 2024)

SCHEMA: State CHangEs MAtter for Procedure Planning in Instructional Videos. - Yulei Niu; Wenliang Guo; Long Chen 016; Xudong Lin 003; Shih-Fu Chang (ICLR, 2024)

Ferret: Refer and Ground Anything Anywhere at Any Granularity. - Haoxuan You; Haotian Zhang 005; Zhe Gan; Xianzhi Du; Bowen Zhang 002; Zirui Wang; Liangliang Cao; Shih-Fu Chang; Yinfei Yang (ICLR, 2024)

Detecting Multimodal Situations with Insufficient Context and Abstaining from Baseless Predictions. - Junzhang Liu; Zhecan Wang; Hammad A. Ayyubi; Haoxuan You; Chris Thomas 004; Rui Sun; Shih-Fu Chang; Kai-Wei Chang (ACM Multimedia, 2024)

JourneyBench: A Challenging One-Stop Vision-Language Understanding Benchmark of Generated Images. - Zhecan Wang; Junzhang Liu; Chia-Wei Tang; Hani Alomari; Anushka Sivakumar; Rui Sun; Wenhao Li; Md. Atabuzzaman; Hammad A. Ayyubi; Haoxuan You; Alvi Md. Ishmam; Kai-Wei Chang; et al. (NeurIPS, 2024)

From Pixels to Insights: A Survey on Automatic Chart Understanding in the Era of Large Foundation Models. - Kung-Hsiang Huang; Hou Pong Chan; Yi Ren Fung 001; Haoyi Qiu; Mingyang Zhou; Shafiq Joty; Shih-Fu Chang; Heng Ji 001 (CoRR, 2024)

Ferret-v2: An Improved Baseline for Referring and Grounding with Large Language Models. - Haotian Zhang 005; Haoxuan You; Philipp Dufter; Bowen Zhang 002; Chen Chen 005; Hong-You Chen; Tsu-Jui Fu; William Yang Wang; Shih-Fu Chang; Zhe Gan; Yinfei Yang (CoRR, 2024)

WIDIn: Wording Image for Domain-Invariant Representation in Single-Source Domain Generalization. - Jiawei Ma; Yulei Niu; Shiyuan Huang; Guangxing Han; Shih-Fu Chang (CoRR, 2024)

M²-TabFact: Multi-Document Multi-Modal Fact Verification with Visual and Textual Representations of Tabular Data. - Mingyang Zhou; Lingyu Zhang 002; Sophia Horng; Maximillian Chen; Kung-Hsiang Huang; Shih-Fu Chang (ACL (Findings), 2025)

PuzzleGPT: Emulating Human Puzzle-Solving Ability for Time and Location Prediction. - Hammad A. Ayyubi; Xuande Feng; Junzhang Liu; Xudong Lin 003; Zhecan Wang; Shih-Fu Chang (NAACL (Findings), 2025)

ENTER: Event Based Interpretable Reasoning for VideoQA. - Hammad A. Ayyubi; Junzhang Liu; Ali Asgarov; Zaber Ibn Abdul Hakim; Najibul Haque Sarker; Zhecan Wang; Chia-Wei Tang; Hani Alomari; Md. Atabuzzaman; Xudong Lin 003; Naveen Reddy Dyava; Shih-Fu Chang; et al. (CoRR, 2025)

From Pixels to Insights: A Survey on Automatic Chart Understanding in the Era of Large Foundation Models. - Kung-Hsiang Huang; Hou Pong Chan; May Fung; Haoyi Qiu; Mingyang Zhou; Shafiq Joty; Shih-Fu Chang; Heng Ji 001 (IEEE Trans. Knowl. Data Eng., 2025)