Publications

2021

• Jiaxin Li, Zijian Feng, Qi She, Henghui Ding, Changhu Wang, Gim Hee Lee. MINE: Towards Continuous Depth MPI with NeRF for Novel View Synthesis. ICCV 2021.
• Lei Zhu, Qi She, Duo Li, Yanye Lu, Xuejing Kang, Jie Hu, Changhu Wang, Unifying Nonlocal Blocks for Neural Networks. ICCV 2021.
• Panhe Feng, Qi She, Lei Zhu, Jiaxin Li, Lin Zhang, Zijian Feng, Changhu Wang, Xuejing Kang, Anlong Ming, Multi-Task Occlusion Relationship Learning. ICCV 2021.
• Chuchu Han, Kai Su, Dongdong Yu, Zehuan Yuan, Changxin Gao, Nong Sang, Yi Yang, Changhu Wang. Weakly Supervised Person Search with Region Siamese Networks. ICCV 2021.
• Zhenchao Jin, Tao Gong, Dongdong Yu, Qi Chu, Jian Wang, Jie Shao, Changhu Wang. Mining Contextual Information Beyond Image for Semantic Segmentation. ICCV 2021.
• Minghao Xu, Hang Wang, Bingbing Ni, Riheng Zhu, Zhenbang Sun, Changhu Wang. Cross-category Video Highlight Detection via Set-based Learning. ICCV 2021.
• Chi Zhang, Henghui Ding, Guosheng Lin, Ruibo Li, Changhu Wang, Chunhua Shen. Meta Navigator: Search for a Good Adaptation Policy for Few-shot Learning. ICCV 2021.
• Wei Wang, Haochen Zhang, Zehuan Yuan, Changhu Wang. Unsupervised Real-World Super-Resolution: A Domain Adaptation Perspective. ICCV 2021.
• Xindi Shang, Zehuan Yuan, Anran Wang, Changhu Wang. Multimodal Video Summarization via Time-Aware Transformers. ACM MM 2021.
• Peize Sun, Yi Jiang, Enze Xie, Wenqi Shao, Zehuan Yuan, Changhu Wang, Ping Luo. What Makes for End-to-End Object Detection? ICML 2021.
• Duo Li, Jie Hu, Changhu Wang, Xiangtai Li, Qi She, Lei Zhu, Tong Zhang, Qifeng Chen. Involution: Inverting the Inherence of Convolution for Visual Recognition. CVPR 2021.
• Jiacheng Chen, Hexiang Hu, Hao Wu, Yuning Jiang, Changhu Wang. Learning the Best Pooling Strategy for Visual Semantic Embedding. CVPR 2021.
• Peize Sun, Rufeng Zhang, Yi Jiang, Tao Kong, Chenfeng Xu, Wei Zhan, Masayoshi Tomizuka, Lei Li, Zehuan Yuan, Changhu Wang, Ping Luo. Sparse R-CNN: End-to-End Object Detection with Learnable Proposals. CVPR2021.
• Liang Hou, Zehuan Yuan, Lei Huang, Huawei Shen, Xueqi Cheng, Changhu Wang. Slimmable Generative Adversarial Networks. AAAI 2021.
• Daizong Yu, Dongdong Yu, Changhu Wang, Pan Zhou. F2Net: Learning to Focus on the Foreground for Unsupervised Video Object Segmentation. AAAI 2021.

2020

• Jie Shao, Kai Hu, Changhu Wang, Xiangyang Xue, Bhiksha Raj. Is normalization indispensable for training deep neural network? NeurIPS 2020.
• Hanyuan Zhang, Xinyu Zhang, Qize Jiang, Baihua Zheng, Zhenbang Sun, Weiwei Sun, Changhu Wang. Trajectory Similarity Learning with Auxiliary Supervision and Optimal Matching. IJCAI-PRICAI 2020.
• Tao Wei, Changhu Wang, Chang Wen Chen. Modularized Morphing of Deep Convolutional Neural Networks: a Graph Approach. IEEE Transactions on Computers, 2020.
• Wei Li, Zehuan Yuan, Xiangzhong Fang, Changhu Wang. MoFlowGAN: Video Generation with Flow Guidance. ICME 2020.
• Jiang-Jiang Liu, Qibin Hou, Ming-Ming Cheng, Jiashi Feng, Changhu Wang. Improving Convolutional Networks with Self-Calibrated Convolutions. CVPR 2020.
• Lu Chi, Zehuan Yuan, Yadong Mu, Changhu Wang. Non-Local Neural Networks with Grouped Bilinear Attentional Transforms. CVPR 2020.

2019

• Si Liu, Guanghui Ren, Yao Sun, Jinqiao Wang, Changhu Wang, Bo Li, Shuicheng Yan. Fine-grained Human-centric Tracklet Segmentation with Single Frame Supervision. PAMI 2019.
• Kai Su, Dongdong Yu, Zhenqi Xu, Xin Geng, Changhu Wang. Multi-Person Pose Estimation with Enhanced Channel-wise and Spatial Information. CVPR 2019.
• He Huang, Changhu Wang, Philip S Yu, Chang-Dong Wang. Generative Dual Adversarial Network for Generalized Zero-shot Learning. CVPR 2019.
• Tao Wei, Changhu Wang and Chang Wen Chen. Stable Network Morphism. IJCNN 2019.
• Yunhang Shen, Rongrong Ji, Kuiyuan Yang, Cheng Deng, Changhu Wang. Category-Aware Spatial Constraint for Weakly Supervised Detection. TIP 2019.

2018

• Jia Sun, Dongdong Yu, Yinghong Li, Changhu Wang. Mask Propagation Network for Video Object Segmentation. CVPR 2018 workshop, the DAVIS Challenge on Video Object Segmentation.
• Shikun Xu, Yandong Zhu, Siyi Gao, Gen Li, Zhenqi Xu, Lei Li, Changhu Wang. Deep Understanding of Live Soccer Matches. CVPR 2018 demo.
• Gen Li, Shikun Xu, Xiang Liu, Lei Li, Changhu Wang. Jersey Number Recognition with Semi-Supervised Spatial Transformer Network. CVPR 2018 CVsports Workshop.
• Dongdong Yu, Kai Su, Jia Sun, Changhu Wang. Multi-person Pose Estimation for Pose Tracking with Enhanced Cascaded Pyramid Network. ECCV 2018 PoseTrack Workshop.
• Jinlai Liu, Zehuan Yuan, Changhu Wang. Towards Good Practices for Multi-modal Fusion in Large-scale Video Classification. ECCV 2018 Workshop on Youtube-8M Large-Scale Video Understanding.
• Wei Li, Zehuan Yuan, Xiangzhong Fang, Changhu Wang. Knowing Where to Look? Analysis on Attention of Visual Question Answering System. ECCV 2018 Workshop on Shortcomings in Vision and Language.
• He Huang, Phillip S Yu, Changhu Wang. An Introduction to Image Synthesis with Generative Adversarial Nets. arXiv preprint arXiv:1803.04469, 2018.
• Yunhang Shen, Rongrong Ji, Changhu Wang, Xi Li, Xuelong Li. Weakly Supervised Object Detection via Object-Specific Pixel Gradient. IEEE Transactions on Neural Networks and Learning Systems, 2018.
• Wei Li, Jianmin Li, Changhu Wang, Lei Zhang, Bo Zhang. Visual instance mining from the graph perspective. Multimedia Systems, Volume 24 Issue 2, March 2018.

2017

• Han Yu, Guanghui Ren, Ruihe Qian, Yao Sun, Changhu Wang, Hanqing Lu and Si Liu, RSVP: A Real-Time Surveillance Video Parsing System with Single Frame Supervision (Demo). ACM Multimedia 2017.
• Xiang Fu, Chen Chen, Jian Li, Changhu Wang, C.-C Jay Kuo. Image Segmentation using Contour, Surface, and Depth Cues. ICIP 2017.
• Si Liu, Changhu Wang, Ruihe Qian, Han Yu, Renda Bao, Yao Sun. Surveillance Video Parsing with Single Frame Supervision. CVPR 2017.
• Chang Liu, Fuchun Sun, Changhu Wang, Feng Wang, Alan Yuille. MAT: A Multimodal Attentive Translator for Image Captioning. IJCAI 2017.
• Chang Liu, Fuchun Sun, Changhu Wang. MMT: A Multimodal Translator for Image Captioning. ICANN 2017.
• Changhu Wang. Intelligently Connecting People with Information. Industry keynote, ICMR 2017. • Tao Wei, Changhu Wang, Chang Wen Chen. Modularized Morphing of Neural Networks. arXiv:1701.03281, 2017.

2016

• Xiang Fu, Changhu Wang, C.-C. Jay Kuo. Hierarchical Supervoxel Graph for Interactive Video Object Representation and Segmentation. ACCV 2016.
• Chang Liu, Changhu Wang, Fuchun Sun, Yong Rui. Image2Text: A Multimodal Image Captioner (Demo). ACM Multimedia 2016.
• Tao Wei, Changhu Wang, Yong Rui, Chang Wen Chen. Network Morphism. ICML 2016.
• Tao Wei, Chang Wen Chen, Changhu Wang. Barycentric Coordinates Based Soft Assignment for Object Classification. ICME-W 2016.
• Jun Guo, Changhu Wang, Edgar Roman-Rangel, Hongyang Chao, and Yong Rui. Building Hierarchical Representations for Oracle Character and Sketch Recognition. IEEE Transactions on Image Processing, vol. 25, no. 1, pp. 104-118, January 2016.
• Edgar Roman-Rangel, Changhu Wang, Stephane Marchand-Maillet. SimMap: Similarity maps for scale invariant local shape descriptors. Neurocomputing, vol. 175, part B, pp. 888-898, 29 January 2016.

2015

• Changcheng Xiao, Changhu Wang, Liqing Zhang. PPTLens: Create Digital Objects with Sketch Images (Demo). ACM Multimedia 2015.
• Wei Li, Changhu Wang, Lei Zhang, Yong Rui, Bo Zhang. Scalable Visual Instance Mining with Instance Graph. BMVC 2015.
• Xiang Fu, Chien-Yi Wang, Chen Chen, Changhu Wang, C.-C. Jay Kuo. Robust Image Segmentation using Contour-guided Color Palettes. ICCV 2015.
• Wei Li, Changhu Wang, Lei Zhang, Yong Rui, Bo Zhang. Partial-Duplicate Clustering and Visual Pattern Discovery on Web Scale Image Database. IEEE Transactions on Multimedia (T-MM), Vol. 17, No. 7, pp. 967-980, 2015.
• Jie Wu, Changhu Wang, Liqing Zhang, Yong Rui. Offline Sketch Parsing via Shapeness Estimation. IJCAI 2015.
• Changcheng Xiao, Changhu Wang, Liqing Zhang, Lei Zhang. Sketch-based Image Retrieval via Shape Words. ICMR 2015.
• Changcheng Xiao, Changhu Wang, Liqing Zhang, Lei Zhang. IdeaPanel: A Large Scale Inter-active Sketch-based Image Search System (Demo). ICMR 2015.
• Xianming Liu, Rongrong Ji, Changhu Wang, Wei Liu, Bineng Zhong, Thomas S. Huang. Understanding Image Structure via Hierarchical Shape Parsing. CVPR 2015.
• Jun Guo and Changhu Wang. Building Effective Representations for Sketch Recognition. AAAI 2015.

2014

• Jie Wu, Changhu Wang, Liqing Zhang, Yong Rui. SmartVisio: Interactive Sketch Recognition with Natural Correction and Editing (Demo). ACM Multimedia 2014. (EI)
• Jie Wu, Changhu Wang, Liqing Zhang, Yong Rui. Sketch Recognition with Natural Correction and Editing. AAAI 2014. (EI)
• Changqing Zou, Changhu Wang, Yafei Wen, Lei Zhang, Jianzhuang Liu. Viewpoint-Aware Representation for Sketch-Based 3D Model Retrieval. IEEE Signal Processing Letters, Vol. 21, No. 8, pp. 966-970, 2014. (SCI, EI)
• Changhu Wang, Yong Rui. 数字墨水技术：数字世界中的神来之笔. (Digital Inking: Intelligently Drawing in the Digital World). In Communications of China Computer Federation, vol. 10, no. 7, pp. 25-29, July 2014.

2013

• Xinghai Sun, Changhu Wang, Avneesh Sud, Chao Xu, Lei Zhang. MagicBrush: Image Search by Color Sketch (Demo). ACM Multimedia 2013. (EI)
• Xinghai Sun, Changhu Wang, Chao Xu, Lei Zhang. Indexing Billions of Images for Sketch-based Retrieval. ACM Multimedia 2013. (EI)
• Jiangping Wang, Changhu Wang, Thomas Huang. Efficient Image Contour Detection using Edge Prior. ICME 2013. (EI)

2012

• Changhu Wang, Lei Zhang. 草图搜索的魅力与挑战. (The Charms and Challenges of Sketch-based Image Search.) In Communications of China Computer Federation, vol. 8, no. 12, pp. 20-25, December 2012.
• Zhenbang Sun, Changhu Wang, Liqing Zhang, Lei Zhang. Sketch2Tag: Automatic Hand-Drawn Sketch Recognition (Demo). ACM Multimedia 2012. (EI)
• Zhenbang Sun, Changhu Wang, Liqing Zhang, Lei Zhang. Query-Adaptive Shape Topic Mining for Hand-Drawn Sketch Recognition. ACM Multimedia 2012. (EI)
• Zhenbang Sun, Changhu Wang, Liqing Zhang, Lei Zhang. Free Hand-Drawn Sketch Segmentation. ECCV 2012. (EI)
• Huagang Yin, Changhu Wang, Nenghai Yu, Lei Zhang: Trip Mining and Recommendation from Geo-tagged Photos. ICME Workshops 2012. (EI)
• Xianming Liu, Changhu Wang, Hongxun Yao, Lei Zhang. The Scale of Edges. CVPR 2012. (EI)

2011

• Changhu Wang, Jun Zhang, Bruce Yang. Sketch2Cartoon: Composing Cartoon Images by Sketching (Demo). ACM Multimedia 2011. (EI)
• Wei Zheng, Changhu Wang, Lixin Chen. Shape-based Web Image Clustering for Unsupervised Object Detection. ICME 2011. (EI)
• Yang Cao, Changhu Wang, Liqing Zhang, Lei Zhang. Edgel Index for Large-Scale Sketch-Based Image Search. CVPR 2011. (EI)

2010

• Huagang Yin, Xin Lu, Changhu Wang, Nenghai Yu, Lei Zhang. Photo2Trip: An Interactive Trip Planning System based on Geo-Tagged Photos (Demo). ACM Multimedia 2010. (EI)
• Yang Cao, Hai Wang, Changhu Wang, Zhiwei Li, Liqing Zhang, Lei Zhang. MindFinder: Interactive Sketch-based Image Search on Millions of Images (Demo). ACM Multimedia 2010. (Best Demo Award) (EI)
• Xin Lu, Changhu Wang, Jiang-Ming Yang, Yanwei Pang, Lei Zhang. Photo2Trip: Generating Travel Routes from Geo-Tagged Photos for Trip Planning. ACM Multimedia 2010. (EI)
• Cailiang Liu, Dong Wang, Xiaobing Liu, Changhu Wang, Lei Zhang, Bo Zhang. Robust Semantic Sketch Based Specific Image Retrieval. ICME 2010. (EI)
• Yang Cao, Changhu Wang, Zhiwei Li, Liqing Zhang, Lei Zhang. Spatial-Bag-of-Features. CVPR 2010. (EI)
• Xiao-Chen Lian, Zhiwei Li, Changhu Wang, Bao-Liang Lu, Lei Zhang. Probabilistic Models for Supervised Dictionary Learning. CVPR 2010. (EI)
• Changhu Wang, Zhiwei Li, Lei Zhang. MindFinder: Image Search by Interactive Sketching and Tagging (Demo). WWW 2010. (EI)
• Qiang Hao, Rui Cai, Changhu Wang, Rong Xiao, Jiang-Ming Yang, Yanwei Pang, Lei Zhang. Equip Tourists with Knowledge Mined from Travelogues. WWW 2010. (EI)

2009

• Jiemin Liu, Qi Tian, Yijuan Lu, Changhu Wang, Lei Zhang, Xiaokang Yang, Shipeng Li. A Lexica Family with Small Semantic Gap, in Proc. of IEEE International Conference on Multimedia and Expo (ICME), Cancun, Mexico, June 2009. (EI)
• Changhu Wang, Shuicheng Yan, Lei Zhang, Hong-Jiang Zhang. Multi-Label Sparse Coding for Automatic Image Annotation, in Proc. of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Florida, USA, June 2009. (EI)
• Changhu Wang, Zheng Song, Shuicheng Yan, Lei Zhang, Hong-Jiang Zhang. Multiplicative Nonnegative Graph Embedding, in Proc. of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Florida, USA, June 2009. (EI)
• Changhu Wang, Shuicheng Yan, Lei Zhang, Hong-Jiang Zhang. Non-Negative Semi-Supervised Learning, in Proc. of Twelfth International Conference on Artificial Intelligence and Statistics (AISTATS), Florida, USA, April 2009. (EI)
• Changhu Wang, Shuicheng Yan, Hong-Jiang Zhang. Large Scale Natural Image Classification by Sparsity Exploration, in Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Taipei, China, April 2009. (EI)

2008

• Changhu Wang, Lei Zhang, Hong-Jiang Zhang. Graph-based Multiple-Instance Learning for Object-based Image Retrieval, in Proc. of ACM International Conference on Multimedia Information Retrieval (MIR), Vancouver, Canada, October 2008. (EI)
• Changhu Wang, Lei Zhang, Hong-Jiang Zhang. Learning to Reduce the Semantic Gap in Web Image Retrieval and Annotation, in Proc. of the 31st Annual International ACM SIGIR Conference on Research & Development in Information Retrieval (SIGIR), Singapore, July 2008. (EI)
• Changhu Wang, Lei Zhang, Hong-Jiang Zhang. Scalable Markov Model-Based Image Annotation, in Proc. of ACM International Conference on Image and Video Retrieval (CIVR), Niagara Falls, Canada, July 2008. (EI)
• Changhu Wang, Feng Jing, Lei Zhang, Hong-Jiang Zhang. Scalable Search-based Image Annotation, in Multimedia Systems, June 14, 2008. ISSN: 0942-4962 (Print) 1432-1882 (Online). (SCI, EI)

2007

• Changhu Wang, Feng Jing, Lei Zhang, Hong-Jiang Zhang. Content-Based Image Annotation Refinement, in Proc. of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Minneapolis, Minnesota, USA, June 2007. (EI)
• Changhu Wang, Feng Jing, Lei Zhang, Hong-Jiang Zhang, Learning Query-Biased Web Page Summarization, in Proc. of ACM Sixteenth Conference on Information and Knowledge Management (CIKM), Lisboa, Portugal, November 2007. (EI)
• Xirong Li, Xin-Jing Wang, Changhu Wang, Lei Zhang, SBIA: Search-based Image Annotation by Leveraging Web-Scale Images (Demo), in Proc. of ACM International Conference on Multimedia (ACM MM), Augsburg, Germany, September 2007. (EI)

2006

• Changhu Wang, Feng Jing, Lei Zhang, Hong-Jiang Zhang. Image Annotation Refinement using Random Walk with Restarts, in Proc. of ACM International Conference on Multimedia (ACM MM), Santa Barbara, USA, October 2006. (EI)
• Feng Jing, Changhu Wang, Yuhuan Yao, Kefeng Deng, Lei Zhang, Wei-Ying Ma. IGroup: Web Image Search Results Clustering, in Proc. of ACM International Conference on Multimedia (ACM MM), Santa Barbara, USA, October, 2006. (EI)
• Changhu Wang, Feng Jing, Lei Zhang, Hong-Jiang Zhang. Scalable Search-Based Image Annotation of Personal Images, in Proc. of ACM SIGMM Intl Workshop on Multimedia Information Retrieval (ACM MIR), Santa Barbara, USA, October 2006. (EI)
• Feng Jing, Changhu Wang, Yuhuan Yao, Kefeng Deng, Lei Zhang, Wei-Ying Ma. IGroup: A Web Image Search Engine with Semantic Clustering of Search Results (Demo), in Proc. of ACM International Conference on Multimedia (ACM MM), Santa Barbara, USA, October 2006. (EI)

2005

• Changhu Wang, Shuicheng Yan, Hong-Jiang Zhang, Wei-Ying Ma. Realistic 3D Face Modeling by Fusing Multiple 2D Images, in Proc. of International Multimedia Modeling Conference (MMM), Melbourne, Australia, January 2005. (EI)

2004

• Changhu Wang, Shuicheng Yan, Hua Li, Hong-Jiang Zhang, Mingjing Li. Automatic, Effective, and Efficient 3D Face Reconstruction from Arbitrary View Image, in Proc. Of the 5th Pacific Rim Conference on Multimedia (PCM), Tokyo Waterfront City, Japan, November 2004.