Publications

My citations can be found on Google Scholar.

2017

X. Yang and Y. Tian. Super Normal Vector for Human Activity Recognition with Depth Cameras. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 39(5), 1028-1039, 2017. [PDF]

J. Gu, X. Yang, S. De Mello, and J. Kautz. Dynamic Facial Analysis: From Bayesian Filtering to Recurrent Neural Network. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017. [PDF]

Y. Xian, X. Rong, X. Yang, and Y. Tian. Evaluation of Low-Level Features for Real-World Surveillance Event Detection. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 27(3), 624-634, 2017. [PDF]

L. Jing, Y. Ye, X. Yang, and Y. Tian. 3D Convolutional Neural Network with Multi-Model Framework for Action Recognition. IEEE International Conference on Image Processing (ICIP), 2017. (Oral) [PDF]

D. Sun, X. Yang, M.-Y. Liu, and J. Kautz. PWC-Net: CNNs for Optical Flow using Pyramid, Warping, and Cost Volume. arXiv:1709.02371. [PDF]

S. Tulyakov, M.-Y. Liu, X. Yang, and J. Kautz. MoCoGAN: Decomposing Motion and Content for Video Generation. arXiv:1707.04993. [PDF]

2016

X. Yang, P. Molchanov, and J. Kautz. Multilayer and Multimodal Fusion of Deep Neural Networks for Video Classification. ACM Multimedia (MM), 2016. (Oral) [PDF]

P. Molchanov, X. Yang, S. Gupta, K. Kim, S. Tyree, and J. Kautz. Online Detection and Classification of Dynamic Hand Gestures with Recurrent 3D Convolutional Neural Networks. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016. [PDF]

Y. Ye, X. Rong, X. Yang, and Y. Tian. Region Trajectories for Video Semantic Concept Detection. ACM International Conference on Multimedia Retrieval (ICMR), 2016. [PDF]

S. Gupta, P. Molchanov, X. Yang, K. Kim, S. Tyree, and J. Kautz. Towards Selecting Robust Hand Gestures for Automotive Interfaces. IEEE Intelligent Vehicles Symposium (IVS), 2016. [PDF]

2015

X. Yang. Feature Representations for Human Activity Recognition in Color and Depth Sequences. Dissertation for Ph.D. Degree, 2015. [PDF]

S. Chen, X. Yang, and Y. Tian. Discriminative Hierarchical K-Means Tree for Large-Scale Image Classification. IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 26(9), 2200-2205, 2015. [PDF]

Y. Ye, X. Yang, and Y. Tian. Exploring Pooling Strategies based on Idiosyncrasies of Spatio-Temporal Interest Points. ACM International Conference on Multimedia Retrieval (ICMR), 2015. [PDF]

Y. Xian, X. Yang, and Y. Tian. Hybrid Example based Single Image Super Resolution. International Symposium on Visual Computing (ISVC), 2015. (Oral) [PDF]

Y. Ye, X. Rong, X. Yang, and Y. Tian. CCNY at TRECVID 2015: Video Semantic Concept Localization. NIST TRECVID Workshop, 2015. [PDF]

2014

X. Yang and Y. Tian. Super Normal Vector for Activity Recognition Using Depth Sequences. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2014. [PDF]

X. Yang and Y. Tian. Action Recognition Using Super Sparse Coding Vector with Spatio-Temporal Awareness. European Conference on Computer Vision (ECCV), 2014. [PDF]

X. Yang and Y. Tian. Effective 3D Action Recognition Using EigenJoints. Journal of Visual Communication and Image Representation (JVCI), 25(1), 2-11, 2014. (Best Paper Award) [PDF]

X. Rong, C. Yi, X. Yang, and Y. Tian. Scene Text Recognition in Multiple Frames based on Text Tracking. IEEE International Conference on Multimedia & Expo (ICME), 2014. [PDF]

X. Yang, S. Yuan, and Y. Tian. Assistive Clothing Pattern Recognition for Visually Impaired People. IEEE Transactions on Human-Machine Systems (THMS), 44(2), 234-243, 2014. [PDF]

X. Yang and Y. Tian. Polynormal Fisher Vector for Activity Recognition from Depth Sequence. SIGGRAPH ASIA Workshop on Autonomous Virtual Humans and Social Robots, 2014. [PDF]

Y. Xian, X. Rong, X. Yang, and Y. Tian. CCNY at TRECVID 2014: Surveillance Event Detection. NIST TRECVID Workshop, 2014. [PDF]

2013

C. Zhang, X. Yang, and Y. Tian. Histogram of 3D Facets: A Characteristic Descriptor for Hand Gesture Recognition. IEEE International Conference on Automatic Face and Gesture Recognition (FG), 2013. (Oral) [PDF]

X. Yang and Y. Tian. Texture Representations Using Subspace Embeddings. Pattern Recognition Letters (PRL), 34(10), 1130-1137, 2013. [PDF]

C. Yi, X. Yang, and Y. Tian. Feature Representations for Scene Text Character Recognition: A Comparative Study. International Conference on Document Analysis and Recognition (ICDAR), 2013. [PDF]

X. Yang, Z. Liu, E. Zavesky, D. Gibbon, B. Shahraray, and Y. Tian. AT&T Research at TRECVID 2013: Surveillance Event Detection. NIST TRECVID Workshop, 2013. [PDF]

C. Mazuera, X. Yang, and Y. Tian. Visual Speech Learning Using Dynamic Lip Movement based Video Segmentation and Comparison. IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2013. (Oral) [PDF]

Y. Tian, X. Yang, C. Yi, and A. Arditi. Toward A Computer Vision based Wayfinding Aid for Blind Persons to Access Unfamiliar Indoor Environments. Machine Vision and Applications (MVA), 24(3), 521-535, 2013. [PDF]

2012

X. Yang, C. Zhang, and Y. Tian. Recognizing Actions Using Depth Motion Maps based Histograms of Oriented Gradients. ACM Multimedia (MM), 2012. [PDF]

X. Yang and Y. Tian. EigenJoints based Action Recognition Using Naive-Bayes-Nearest-Neighbor. IEEE CVPR Workshop on Human Activity Understanding from 3D Data, 2012. [PDF]

X. Yang, C. Yi, L. Cao, and Y. Tian. MediaCCNY at TRECVID 2012: Surveillance Event Detection. NIST TRECVID Workshop, 2012. [PDF]

F. Zaman, X. Yang, and Y. Tian. Robust and Effective Component based Banknote Recognition for the Blind. IEEE Transactions on System, Man, and Cybernetics (TSMC) Part C, 42(6), 1021-1030, 2012. [PDF]

2011

X. Yang, S. Yuan, and Y. Tian. Recognizing Clothes Patterns for Blind People by Confidence Margin based Feature Combination. ACM Multimedia (MM), 2011. [PDF]

F. Zaman, X. Yang, Y. Tian. Robust and Effective Component based Banknote Recognition by SURF Features. IEEE Wireless and Optical Communications Conference (WOCC), 2011. [PDF]

2010

X. Yang, Y. Tian, C. Yi, and A. Arditi. Context based Indoor Object Detection as An Aid to Blind Persons Accessing Unfamiliar Environments. ACM Multimedia (MM), 2010. [PDF]

X. Yang and Y. Tian. Robust Door Detection in Unfamiliar Environments by Combining Edge and Corner Features. IEEE CVPR Workshop on Computer Vision Applications for Visually Impaired, 2010. [PDF]

Y. Tian, X. Yang, and A. Arditi. Computer Vision based Door Detection for Accessibility of Unfamiliar Environments to Blind Persons. International Conference on Computers Helping People with Special Needs (ICCHP), 2010. [PDF]

Patents

Dynamic Hand Gesture based Region of Interest Localization. US9354711 Issued on May 31, 2016. [PDF]

Online Detection and Classification of Dynamic Gestures with Recurrent Convolutional Neural Networks. US Patent App. 15/402128, 2017. [PDF]

Hand Gesture based Region of Interest Localization. US Patent App. 14/501284, 2014. [PDF]