Yan Liu

Affiliations:
  • Hong Kong Polytechnic University, Department of Computing, Cognitive Computing Lab, Hong Kong
  • Columbia University, New York City, NY, USA (former)


According to our database1, Yan Liu authored at least 130 papers between 2000 and 2023.

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Bibliography

2023
MMNet: A Model-Based Multimodal Network for Human Action Recognition in RGB-D Videos.
IEEE Trans. Pattern Anal. Mach. Intell., March, 2023

GANSER: A Self-Supervised Data Augmentation Framework for EEG-Based Emotion Recognition.
IEEE Trans. Affect. Comput., 2023

Noise-robust oversampling for imbalanced data classification.
Pattern Recognit., 2023

GLA-GCN: Global-local Adaptive Graph Convolutional Network for 3D Human Pose Estimation from Monocular Video.
CoRR, 2023

A Robust Deep Learning Enhanced Monocular SLAM System for Dynamic Environments.
Proceedings of the 2023 ACM International Conference on Multimedia Retrieval, 2023

2022
Detecting abnormality with separated foreground and background: Mutual Generative Adversarial Networks for video abnormal event detection.
Comput. Vis. Image Underst., 2022

Can Machines Generate Personalized Music? A Hybrid Favorite-aware Method for User Preference Music Transfer.
CoRR, 2022

The Beauty of Repetition in Machine Composition Scenarios.
Proceedings of the MM '22: The 30th ACM International Conference on Multimedia, Lisboa, Portugal, October 10, 2022

EGCN: An Ensemble-based Learning Framework for Exploring Effective Skeleton-based Rehabilitation Exercise Assessment.
Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022

2021
Skeleton-based human action evaluation using graph convolutional network for monitoring Alzheimer's progression.
Pattern Recognit., 2021

Steganographer detection via a similarity accumulation graph convolutional network.
Neural Networks, 2021

Decomposing word embedding with the capsule network.
Knowl. Based Syst., 2021

Video Abnormal Event Detection Via Context Cueing Generative Adversarial Network.
Proceedings of the 2021 IEEE International Conference on Multimedia and Expo, 2021

Multimodal Fusion via Teacher-Student Network for Indoor Action Recognition.
Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021

2020
Steganographer Detection via Multi-Scale Embedding Probability Estimation.
ACM Trans. Multim. Comput. Commun. Appl., 2020

A Novel Convolutional Neural Network for Image Steganalysis With Shared Normalization.
IEEE Trans. Multim., 2020

How to Evaluate Single-Round Dialogues Like Humans: An Information-Oriented Metric.
IEEE ACM Trans. Audio Speech Lang. Process., 2020

Dynamic graph convolutional network for multi-video summarization.
Pattern Recognit., 2020

Skeleton Focused Human Activity Recognition in RGB Video.
CoRR, 2020

Effective Human Activity Recognition Based on Small Datasets.
CoRR, 2020

Fusing CAMs-weighted features and temporal information for robust loop closure detection.
Proceedings of the MMAsia 2020: ACM Multimedia Asia, 2020

Make Your Favorite Music Curative: Music Style Transfer for Anxiety Reduction.
Proceedings of the MM '20: The 28th ACM International Conference on Multimedia, 2020

Steganographer Detection Via Enhancement-Aware Graph Convolutional Network.
Proceedings of the IEEE International Conference on Multimedia and Expo, 2020

A Survey of Sensor Modalities for Human Activity Recognition.
Proceedings of the 12th International Joint Conference on Knowledge Discovery, 2020

2019
Insights of object proposal evaluation.
Multim. Tools Appl., 2019

Content-adaptive selective steganographer detection via embedding probability estimation deep networks.
Neurocomputing, 2019

CIS-Net: A Novel CNN Model for Spatial Image Steganalysis via Cover Image Suppression.
CoRR, 2019

MvsGCN: A Novel Graph Convolutional Network for Multi-video Summarization.
Proceedings of the 27th ACM International Conference on Multimedia, 2019


2018
Deep residual learning for image steganalysis.
Multim. Tools Appl., 2018

Adaptive saliency cuts.
Multim. Tools Appl., 2018

On Unifying Multi-view Self-Representations for Clustering by Tensor Multi-rank Minimization.
Int. J. Comput. Vis., 2018

Data Augmentation for EEG-Based Emotion Recognition with Deep Convolutional Neural Networks.
Proceedings of the MultiMedia Modeling - 24th International Conference, 2018

Musicality-Novelty Generative Adversarial Nets for Algorithmic Composition.
Proceedings of the 2018 ACM Multimedia Conference on Multimedia Conference, 2018

Information-Oriented Evaluation Metric for Dialogue Response Generation Systems.
Proceedings of the IEEE 30th International Conference on Tools with Artificial Intelligence, 2018

2017
Implicit Visual Learning: Image Recognition via Dissipative Learning Model.
ACM Trans. Intell. Syst. Technol., 2017

CNN based music emotion classification.
CoRR, 2017

A computational investigation of learning behaviors in MOOCs.
Comput. Appl. Eng. Educ., 2017

Object Proposal via Depth Connectivity Constrained Grouping.
Proceedings of the Advances in Multimedia Information Processing - PCM 2017, 2017

Residual convolution network based steganalysis with adaptive content suppression.
Proceedings of the 2017 IEEE International Conference on Multimedia and Expo, 2017

Learning Music Emotions via Quantum Convolutional Neural Network.
Proceedings of the Brain Informatics - International Conference, 2017

2016
Field Effect Deep Networks for Image Recognition with Incomplete Data.
ACM Trans. Multim. Comput. Commun. Appl., 2016

Weighted Schatten p-Norm Minimization for Image Denoising and Background Subtraction.
IEEE Trans. Image Process., 2016

How important is location information in saliency detection of natural images.
Multim. Tools Appl., 2016

Perception-oriented video saliency detection via spatio-temporal attention analysis.
Neurocomputing, 2016

Learning Music Emotion Primitives via Supervised Dynamic Clustering.
Proceedings of the 2016 ACM Conference on Multimedia Conference, 2016

Mining Emotional Features of Movies.
Proceedings of the Working Notes Proceedings of the MediaEval 2016 Workshop, 2016

Visual Orientation Inhomogeneity Based Convolutional Neural Networks.
Proceedings of the 28th IEEE International Conference on Tools with Artificial Intelligence, 2016

Steganalysis via Deep Residual Network.
Proceedings of the 22nd IEEE International Conference on Parallel and Distributed Systems, 2016

Programming Large-Scale Multi-Robot System with Timing Constraints.
Proceedings of the 25th International Conference on Computer Communication and Networks, 2016

2015
What Strikes the Strings of Your Heart?-Multi-Label Dimensionality Reduction for Music Emotion Analysis via Brain Imaging.
IEEE Trans. Auton. Ment. Dev., 2015

What Strikes the Strings of Your Heart? - Feature Mining for Music Emotion Analysis.
IEEE Trans. Affect. Comput., 2015

Guest editorial: selected papers from ICIMCS 2012.
Multim. Syst., 2015

Soft-assigned bag of features for object tracking.
Multim. Syst., 2015

Visual orientation inhomogeneity based scale-invariant feature transform.
Expert Syst. Appl., 2015

Face recognition from a single registered image for conference socializing.
Expert Syst. Appl., 2015

Affective Feature Extraction for Music Emotion Prediction.
Proceedings of the Working Notes Proceedings of the MediaEval 2015 Workshop, 2015

What makes the stego image undetectable?
Proceedings of the 7th International Conference on Internet Multimedia Computing and Service, 2015

Leveraging and Integrating Eastern and Western Insights for Human Engagement Studies in HCI.
Proceedings of the 33rd Annual ACM Conference Extended Abstracts on Human Factors in Computing Systems, 2015

2014
Hybrid Manifold Embedding.
IEEE Trans. Neural Networks Learn. Syst., 2014

A Unified Framework of Latent Feature Learning in Social Media.
IEEE Trans. Multim., 2014

From Heuristic Optimization to Dictionary Learning: A Review and Comprehensive Comparison of Image Denoising Algorithms.
IEEE Trans. Cybern., 2014

Natural image denoising using evolved local adaptive filters.
Signal Process., 2014

Region level annotation by fuzzy based contextual cueing label propagation.
Multim. Tools Appl., 2014

What Strikes the Strings of Your Heart?: Multi-Label Dimensionality Reduction for Music Emotion Analysis.
Proceedings of the ACM International Conference on Multimedia, MM '14, Orlando, FL, USA, November 03, 2014

How Important is Location in Saliency Detection.
Proceedings of the International Conference on Internet Multimedia Computing and Service, 2014

High Dynamic Range Image Tone Mapping with Edge Preserved Dithering.
Proceedings of the International Conference on Internet Multimedia Computing and Service, 2014

2013
Water Reflection Recognition Based on Motion Blur Invariant Moments in Curvelet Space.
IEEE Trans. Image Process., 2013

Nonlocal Hierarchical Dictionary Learning Using Wavelets for Image Denoising.
IEEE Trans. Image Process., 2013

Joint discriminative dimensionality reduction and dictionary learning for face recognition.
Pattern Recognit., 2013

Combining appearance and structural features for human action recognition.
Neurocomputing, 2013

Image Retargeting by Combining Region Warping and Occlusion.
Proceedings of the Advances in Multimedia Information Processing - PCM 2013, 2013

Latent feature learning in social media network.
Proceedings of the ACM Multimedia Conference, 2013

Soft-assigned bag of features tracking.
Proceedings of the International Conference on Internet Multimedia Computing and Service, 2013

Multi-operator Image Retargeting Based on Automatic Quality Assessment.
Proceedings of the Seventh International Conference on Image and Graphics, 2013

Selecting Suitable Image Retargeting Methods with Multi-instance Multi-label Learning.
Proceedings of the Brain and Health Informatics - International Conference, 2013

Video Saliency Detection via Dynamic Consistent Spatio-Temporal Attention Modelling.
Proceedings of the Twenty-Seventh AAAI Conference on Artificial Intelligence, 2013

2012
Human action segmentation and recognition via motion and shape analysis.
Pattern Recognit. Lett., 2012

Relevance feedback for real-world human action retrieval.
Pattern Recognit. Lett., 2012

Tensor distance based multilinear globality preserving embedding: A unified tensor based dimensionality reduction framework for image and video classification.
Expert Syst. Appl., 2012

S-SIFT: A Shorter SIFT without Least Discriminability Visual Orientation.
Proceedings of the 2012 IEEE/WIC/ACM International Conferences on Web Intelligence, 2012

Semiconducting bilinear deep learning for incomplete image recognition.
Proceedings of the International Conference on Multimedia Retrieval, 2012

Ordinal preserving projection: a novel dimensionality reduction method for image ranking.
Proceedings of the International Conference on Multimedia Retrieval, 2012

Image retargeting assessment based on salient region similarity.
Proceedings of the 4th International Conference on Internet Multimedia Computing and Service, 2012

Neighborhood preserving ordinal regression.
Proceedings of the 4th International Conference on Internet Multimedia Computing and Service, 2012

Attention Modeling for Face Recognition via Deep Learning.
Proceedings of the 34th Annual Meeting of the Cognitive Science Society, 2012

Query-Oriented Multi-Document Summarization via Unsupervised Deep Learning.
Proceedings of the Twenty-Sixth AAAI Conference on Artificial Intelligence, 2012

2011
Discriminative deep belief networks for visual data classification.
Pattern Recognit., 2011

Transform based spatio-temporal descriptors for human action recognition.
Neurocomputing, 2011

Human action representation using pyramid correlogram of oriented gradients on motion history images.
Int. J. Comput. Math., 2011

Tensor-based locally maximum margin classifier for image and video classification.
Comput. Vis. Image Underst., 2011

A Generalized Coding Artifacts and Noise Removal Algorithm for Digitally Compressed Video Signals.
Proceedings of the Advances in Multimedia Modeling, 2011

Bilinear deep learning for image classification.
Proceedings of the 19th International Conference on Multimedia 2011, Scottsdale, AZ, USA, November 28, 2011

Semi-supervised manifold ordinal regression for image ranking.
Proceedings of the 19th International Conference on Multimedia 2011, Scottsdale, AZ, USA, November 28, 2011

Water reflection recognition via minimizing reflection cost based on motion blur invariant moments.
Proceedings of the 1st International Conference on Multimedia Retrieval, 2011

Unsupervised saliency detection based on 2D Gabor and Curvelets transforms.
Proceedings of the ICIMCS 2011, 2011

Ordinal Regression via Manifold Learning.
Proceedings of the Twenty-Fifth AAAI Conference on Artificial Intelligence, 2011

2010
Tensor Distance Based Multilinear Locality-Preserved Maximum Information Embedding.
IEEE Trans. Neural Networks, 2010

Nonlinear dimensionality reduction with hybrid distance for trajectory representation of dynamic texture.
Signal Process., 2010

On the source switching problem of Peer-to-Peer streaming.
J. Parallel Distributed Comput., 2010

Unsupervised summarization of rushes videos.
Proceedings of the 18th International Conference on Multimedia 2010, 2010

Supervised manifold learning for image and video classification.
Proceedings of the 18th International Conference on Multimedia 2010, 2010

A semantic no-reference image sharpness metric based on top-down and bottom-up saliency map modeling.
Proceedings of the International Conference on Image Processing, 2010

Rapid image retargeting based on curve-edge grid representation.
Proceedings of the International Conference on Image Processing, 2010

Fuzzy based contextual cueing for region level annotation.
Proceedings of the Second International Conference on Internet Multimedia Computing and Service, 2010

Exploring Deep Belief Network for Chinese Relation Extraction.
Proceedings of the CIPS-SIGHAN Joint Conference on Chinese Language Processing, 2010

Multilinear Maximum Distance Embedding Via L1-Norm Optimization.
Proceedings of the Twenty-Fourth AAAI Conference on Artificial Intelligence, 2010

2009
Dimensionality reduction for heterogeneous dataset in rushes editing.
Pattern Recognit., 2009

Image retargeting using multi-map constrained region warping.
Proceedings of the 17th International Conference on Multimedia 2009, 2009

Tensor distance based multilinear multidimensional scaling for image and video analysis.
Proceedings of the 17th International Conference on Multimedia 2009, 2009

Image retargeting based on global energy optimization.
Proceedings of the 2009 IEEE International Conference on Multimedia and Expo, 2009

Bidirectional visible neighborhood preserving embedding.
Proceedings of the First International Conference on Internet Multimedia Computing and Service, 2009

Multilinear Isometric Embedding for visual pattern analysis.
Proceedings of the 12th IEEE International Conference on Computer Vision Workshops, 2009

2008
Dimensionality Reduction for Descriptor Generation in Rushes Editing.
Proceedings of the 2th IEEE International Conference on Semantic Computing (ICSC 2008), 2008

Rushes video summarization using audio-visual information and sequence alignment.
Proceedings of the 2nd ACM Workshop on Video Summarization, 2008

Fast Source Switching for Gossip-Based Peer-to-Peer Streaming.
Proceedings of the 2008 International Conference on Parallel Processing, 2008

Full-reference quality diagnosis for video summary.
Proceedings of the 2008 IEEE International Conference on Multimedia and Expo, 2008

Multiple video trajectories representation using double-layer isometric feature mapping.
Proceedings of the 2008 IEEE International Conference on Multimedia and Expo, 2008

Full-Reference Quality Assessment for Video Summary.
Proceedings of the Workshops Proceedings of the 8th IEEE International Conference on Data Mining (ICDM 2008), 2008

2007
The Hong Kong Polytechnic University at TRECVID 2007 BBC rushes summarization.
Proceedings of the 1st ACM Workshop on Video Summarization, 2007

Statistical Validation for Automatic Feature Selection Algorithms in Video Applications.
Proceedings of the 2007 International Conference on Machine Learning; Models, 2007

Human-Centered Multimedia E-Learning System for Real-Time Interactive Distance Education.
Proceedings of the 2007 IEEE International Conference on Multimedia and Expo, 2007

2006
Interactive Multimedia System for Distance Learning of Higher Education.
Proceedings of the Technologies for E-Learning and Digital Entertainment, 2006

2004
Video feature selection using fast-converging sort-merge tree.
Proceedings of the 2004 IEEE International Conference on Multimedia and Expo, 2004

2003
Fast video segment retrieval by Sort-Merge feature selection, boundary refinement, and lazy evaluation.
Comput. Vis. Image Underst., 2003

Sort-Merge Feature Selection for Video Data.
Proceedings of the Third SIAM International Conference on Data Mining, 2003

Fast scene segmentation using multi-level feature selection.
Proceedings of the 2003 IEEE International Conference on Multimedia and Expo, 2003

Fast Video Retrieval under Sparse Training Data.
Proceedings of the Image and Video Retrieval, Second International Conference, 2003

2002
Semantic Extraction and Semantics-Based Annotation and Retrieval for Video Databases.
Multim. Tools Appl., 2002

2000
A High-Level Semantics Extraction Model for Stored Videos.
Proceedings of the 2000 International Symposium on Multimedia Software Engineering, 2000


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