l2, 1-Norm Regularized Discriminative Feature Selection for Unsupervised Learning. - Yi Yang 001; Heng Tao Shen; Zhigang Ma; Zi Huang; Xiaofang Zhou 001 (IJCAI, 2011)

Exploiting the entire feature space with sparsity for automatic image annotation. - Zhigang Ma; Yi Yang 001; Feiping Nie 001; Jasper R. R. Uijlings; Nicu Sebe (ACM Multimedia, 2011)

Action recognition by exploring data distribution and feature correlation. - Sen Wang 001; Yi Yang 001; Zhigang Ma; Xue Li 001; Chaoyi Pang; Alexander G. Hauptmann (CVPR, 2012)

Classifier-specific intermediate representation for multimedia tasks. - Zhigang Ma; Alexander G. Hauptmann; Yi Yang 001; Nicu Sebe (ICMR, 2012)

Knowledge adaptation for ad hoc multimedia event detection with few exemplars. - Zhigang Ma; Yi Yang 001; Yang Cai 002; Nicu Sebe; Alexander G. Hauptmann (ACM Multimedia, 2012)

Robust cross-media transfer for visual event detection. - Yang Yang 002; Yi Yang 001; Zi Huang; Jiajun Liu; Zhigang Ma (ACM Multimedia, 2012)

Web Image Annotation Via Subspace-Sparsity Collaborated Feature Selection. - Zhigang Ma; Feiping Nie 001; Yi Yang 001; Jasper R. R. Uijlings; Nicu Sebe (IEEE Trans. Multim., 2012)

Discriminating Joint Feature Analysis for Multimedia Data Understanding. - Zhigang Ma; Feiping Nie 001; Yi Yang 001; Jasper R. R. Uijlings; Nicu Sebe; Alexander G. Hauptmann (IEEE Trans. Multim., 2012)

Complex Event Detection via Multi-source Video Attributes. - Zhigang Ma; Yi Yang 001; Zhongwen Xu; Shuicheng Yan; Nicu Sebe; Alexander G. Hauptmann (CVPR, 2013)

How Related Exemplars Help Complex Event Detection in Web Videos? - Yi Yang 001; Zhigang Ma; Zhongwen Xu; Shuicheng Yan; Alexander G. Hauptmann (ICCV, 2013)

Thinking of Images as What They Are: Compound Matrix Regression for Image Classification. - Zhigang Ma; Yi Yang 001; Feiping Nie 001; Nicu Sebe (IJCAI, 2013)

We are not equally negative: fine-grained labeling for multimedia event detection. - Zhigang Ma; Yi Yang 001; Zhongwen Xu; Nicu Sebe; Alexander G. Hauptmann (ACM Multimedia, 2013)

GLocal structural feature selection with sparsity for multimedia data understanding. - Yan Yan 002; Zhongwen Xu; Gaowen Liu; Zhigang Ma; Nicu Sebe (ACM Multimedia, 2013)

Informedia@TRECVID 2013. - Zhenzhong Lan; Lu Jiang 004; Shoou-I Yu; Chenqiang Gao; Shourabh Rawat; Yang Cai 002; Shicheng Xu; Haoquan Shen; Xuanchong Li; Yipei Wang; Waito Sze; Yan Yan 002; et al. (TRECVID, 2013)

Fusing inherent and external knowledge with nonlinear learning for cross-media retrieval. - Hong Zhang; Yun Liu 021; Zhigang Ma (Neurocomputing, 2013)

Image classification with manifold learning for out-of-sample data. - Yahong Han; Zhongwen Xu; Zhigang Ma; Zi Huang (Signal Process., 2013)

Multimedia Event Detection Using A Classifier-Specific Intermediate Representation. - Zhigang Ma; Yi Yang 001; Nicu Sebe; Kai Zheng 001; Alexander G. Hauptmann (IEEE Trans. Multim., 2013)

Feature Selection for Multimedia Analysis by Sharing Information Among Multiple Tasks. - Yi Yang 001; Zhigang Ma; Alexander G. Hauptmann; Nicu Sebe (IEEE Trans. Multim., 2013)

Multi-Feature Fusion via Hierarchical Regression for Multimedia Analysis. - Yi Yang 001; Jingkuan Song; Zi Huang; Zhigang Ma; Nicu Sebe; Alexander G. Hauptmann (IEEE Trans. Multim., 2013)

From Concepts to Events: a Progressive Process for Multimedia content Analysis. - Zhigang Ma (2013)

Event Detection Using Multi-level Relevance Labels and Multiple Features. - Zhongwen Xu; Ivor W. Tsang; Yi Yang 001; Zhigang Ma; Alexander G. Hauptmann (CVPR, 2014)

Multiple Features But Few Labels?: A Symbiotic Solution Exemplified for Video Analysis. - Zhigang Ma; Yi Yang 001; Nicu Sebe; Alexander G. Hauptmann (ACM Multimedia, 2014)

Informedia @ TRECVID 2014. - Shoou-I Yu; Lu Jiang 004; Zhongwen Xu; Zhenzhong Lan; Shicheng Xu; Xiaojun Chang; Xuanchong Li; Zexi Mao; Chuang Gan 001; Yajie Miao; Xingzhong Du; Yang Cai 002; et al. (TRECVID, 2014)

Balanced k-Means and Min-Cut Clustering. - Xiaojun Chang; Feiping Nie 001; Zhigang Ma; Yi Yang 001 (CoRR, 2014)

GLocal tells you more: Coupling GLocal structural for feature selection with sparsity for image and video classification. - Yan Yan 002; Haoquan Shen; Gaowen Liu; Zhigang Ma; Chenqiang Gao; Nicu Sebe (Comput. Vis. Image Underst., 2014)

Harnessing Lab Knowledge for Real-World Action Recognition. - Zhigang Ma; Yi Yang 001; Feiping Nie 001; Nicu Sebe; Shuicheng Yan; Alexander G. Hauptmann (Int. J. Comput. Vis., 2014)

E-LAMP: integration of innovative ideas for multimedia event detection. - Wei Tong; Yi Yang 001; Lu Jiang 004; Shoou-I Yu; Zhen-zhong Lan; Zhigang Ma; Waito Sze; Ehsan Younessian; Alexander G. Hauptmann (Mach. Vis. Appl., 2014)

Knowledge Adaptation with PartiallyShared Features for Event DetectionUsing Few Exemplars. - Zhigang Ma; Yi Yang 001; Nicu Sebe; Alexander G. Hauptmann (IEEE Trans. Pattern Anal. Mach. Intell., 2014)

Image Attribute Adaptation. - Yahong Han; Yi Yang 001; Zhigang Ma; Haoquan Shen; Nicu Sebe; Xiaofang Zhou 001 (IEEE Trans. Multim., 2014)

Semi-Supervised Multiple Feature Analysis for Action Recognition. - Sen Wang 001; Zhigang Ma; Yi Yang 001; Xue Li 001; Chaoyi Pang; Alexander G. Hauptmann (IEEE Trans. Multim., 2014)

A Convex Formulation for Spectral Shrunk Clustering. - Xiaojun Chang; Feiping Nie 001; Zhigang Ma; Yi Yang 001; Xiaofang Zhou 001 (AAAI, 2015)

CMU Informedia@TRECVID 2015: MED/SIN/LNK/SED. - Shoou-I Yu; Lu Jiang 004; Zhongwen Xu; Zhenzhong Lan; Shicheng Xu; Xiaojun Chang; Xuanchong Li; Zexi Mao; Chuang Gan 001; Yajie Miao; Xingzhong Du; Yang Cai 002; et al. (TRECVID, 2015)

Multi-Class Active Learning by Uncertainty Sampling with Diversity Maximization. - Yi Yang 001; Zhigang Ma; Feiping Nie 001; Xiaojun Chang; Alexander G. Hauptmann (Int. J. Comput. Vis., 2015)

Multitask Spectral Clustering by Exploring Intertask Correlation. - Yang Yang 002; Zhigang Ma; Yi Yang 001; Feiping Nie 001; Heng Tao Shen (IEEE Trans. Cybern., 2015)

Semisupervised Feature Selection via Spline Regression for Video Semantic Recognition. - Yahong Han; Yi Yang 001; Yan Yan 006; Zhigang Ma; Nicu Sebe; Xiaofang Zhou 001 (IEEE Trans. Neural Networks Learn. Syst., 2015)

Strategies for Searching Video Content with Text Queries or Video Examples. - Shoou-I Yu; Yi Yang 001; Zhongwen Xu; Shicheng Xu; Deyu Meng; Zexi Mao; Zhigang Ma; Ming Lin 002; Xuanchong Li; Huan Li; Zhen-Zhong Lan; Lu Jiang 004; et al. (CoRR, 2016)

Special Issue on Event-based Media Processing and Analysis. - Bogdan Ionescu; Giulia Boato; Zhigang Ma; Yiannis Kompatsiaris; Nicu Sebe; Shuicheng Yan (Image Vis. Comput., 2016)

Event-based media processing and analysis: A survey of the literature. - Christos Tzelepis; Zhigang Ma; Vasileios Mezaris; Bogdan Ionescu; Ioannis Kompatsiaris; Giulia Boato; Nicu Sebe; Shuicheng Yan (Image Vis. Comput., 2016)

Outlier correction method of telemetry data based on wavelet transformation and Wright criterion. - Zhigang Ma; Wenyi Liu (Multim. Tools Appl., 2016)

Guest Editorial: Representation Learning for Multimedia Data Understanding. - Yan Yan 002; Zhigang Ma; Bingbing Ni (Multim. Tools Appl., 2016)

Bi-Level Semantic Representation Analysis for Multimedia Event Detection. - Xiaojun Chang; Zhigang Ma; Yi Yang 001; Zhiqiang Zeng; Alexander G. Hauptmann (IEEE Trans. Cybern., 2017)

Feature Interaction Augmented Sparse Learning for Fast Kinect Motion Detection. - Xiaojun Chang; Zhigang Ma; Ming Lin 002; Yi Yang 001; Alexander G. Hauptmann (IEEE Trans. Image Process., 2017)

The Many Shades of Negativity. - Zhigang Ma; Xiaojun Chang; Yi Yang 001; Nicu Sebe; Alexander G. Hauptmann (IEEE Trans. Multim., 2017)

Balanced Clustering via Exclusive Lasso: A Pragmatic Approach. - Zhihui Li 001; Feiping Nie 001; Xiaojun Chang; Zhigang Ma; Yi Yang 001 (AAAI, 2018)

Joint Concept Correlation and Feature-Concept Relevance Learning for Multilabel Classification. - Xiaowei Zhao; Zhigang Ma; Zhi Li; Zhihui Li (Neural Comput., 2018)

Joint Attributes and Event Analysis for Multimedia Event Detection. - Zhigang Ma; Xiaojun Chang; Zhongwen Xu; Nicu Sebe; Alexander G. Hauptmann (IEEE Trans. Neural Networks Learn. Syst., 2018)

Adaptive Structure Discovery for Multimedia Analysis Using Multiple Features. - Kun Zhan; Xiaojun Chang; Junpeng Guan; Ling Chen 006; Zhigang Ma; Yi Yang 001 (IEEE Trans. Cybern., 2019)

A Mixed Samples-Driven Methodology Based on Denoising Diffusion Probabilistic Model for Identifying Damage in Carbon Fiber Composite Structures. - Peng Chen; Chaojun Xu; Zhigang Ma; Yaqiang Jin (IEEE Trans. Instrum. Meas., 2023)

Fixed-Time Controller Design for a Quadrotor UAV with Asymmetric Output Error Constraints. - Fang Wang 009; Zhigang Ma; Chao Zhou 015; Zheng Zhang; Changchun Hua; Qun Zong (J. Syst. Sci. Complex., 2023)

Cross-Scale Feature Blending Model for Surface Defect Identification in Machine Tool Elements Resilient to Contaminant Interference. - Dong Wu; Chunhua Guo; Renpu Li; Zhigang Ma (IEEE Access, 2024)

Self-Supervised Transfer Learning for Remote Wear Evaluation in Machine Tool Elements With Imaging Transmission Attenuation. - Peng Chen; Zhigang Ma; Chaojun Xu; Yaqiang Jin; Chengning Zhou (IEEE Internet Things J., 2024)

Detection of moving small targets in infrared images for urban traffic monitoring. - Juan Wang 019; Hao Yang 063; Zizhen Zhang; Nan Zhao 006; Jixiang Shao; Minghua Wu; Zhigang Ma; Jialu Zhu; Xuan Wang; Haina Song (Internet Things, 2025)

Hybrid Physics-Based and Data-Driven Modeling of LED Dynamic Response Under Thermal and Electrical Effects. - Xuanbang Chen; Zixuan Ling; Yuhao Wang 001; Xun Zhang 002; Zhigang Ma; Xiaodong Liu 006; Zhenghai Wang (IEEE Trans. Instrum. Meas., 2025)

Scale-Aware Domain Adaptation for Surface Defects Detection on Machine Tool Components in Contaminant Measurements. - Peng Chen; Zhigang Ma; Chaojun Xu; Mian Zhang; He Li; Kai Zheng 019; Yaqiang Jin (IEEE Trans. Instrum. Meas., 2025)

Spatial distribution characteristics in water yield property of middle Jurassic sandstone aquifers using nonlinear combination method. - Jingzhong Zhu; Yuguang Zhang; Wenping Li; Qiqing Wang; Zhigang Ma; Xiaoqin Li (Earth Sci. Informatics, 2025)