2018年6月に米国ソルトレイクシティで開催される IEEE CVPR 2018* に向けて全世界から約3,300本の論文が投稿され、うち979本が採択されました。
SenseTime及び協力関係のある大学研究室の論文は44本採択され、去年の23本より大幅に増加し、採択数の約5%となりました。これは、SenseTimeが有するAI領域の豊富な人材と卓越な研究実績および革新能力を示しています。
今年採択された論文では、大規模分散訓練、人体理解や歩行者の再識別、自動運転シナリオの理解と分析、基礎画像認識アルゴリズム、画像認識および自然言語の包括的な理解、オブジェクト検出、認識と追跡、深度生成モデル、ビデオと行動の理解などの領域での斬新な研究成果が発表されます。これらの研究成果は、今後の研究のために貴重な経験を提供して、コンピュータビジョン研究の方向性を示します。その上で、日常生活へのコンピュータビジョン技術の幅広い応用に貢献します。
* CVPR (IEEE/CVF International Conference on Computer Vision and Pattern Recognition)。
コンピュータビジョンやパターン認識の分野におけるトップの国際会議。
採択された論文リスト:
1. 3D Human Pose Estimation in the Wild by Adversarial Learning
Wei Yang, Wanli Ouyang, Xiaolong Wang, Xiaogang Wang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
2. Attention-aware Compositional Network for Person Re-Identification
Jing Xu, Rui Zhao, Feng Zhu, Huaming Wang, Wanli Ouyang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
3. Avatar-Net: Multi-scale Zero-shot Style Transfer by Feature Decoration
Lu Sheng*, Jing Shao*, Ziyi Lin and Xiaogang Wang (*equal contribution)
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
4. Beyond Holistic Object Recognition:Enriching Image Understanding with Part States
Cewu Lu, Hao Su, Yonglu Li, Yongyi Lu, Li Yi, Chi-Keung Tang, Leonidas J. Guibas
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
5. Collaborative and Adversarial Network for Unsupervised domain adaptation
Weichen Zhang, Wanli Ouyang, Dong Xu, Wen Li
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
6. Context Encoding for Semantic Segmentation
Hang Zhang, Kristin Dana, Jianping Shi, Zhongyue Zhang, Xiaogang Wang, Ambrish Tyagi, Amit Agrawal
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
7. Deep Cocktail Networks: Multi-source Unsupervised Domain Adaptation with Category Shift
Ruijia Xu, Ziliang Chen, Wangmeng Zuo, Junjie Yan,
Liang Lin
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
8. Deep Group-shuffling Random Walk for Person Re-identification
Yantao Shen, Hongsheng Li, Tong Xiao, Shuai Yi, Dapeng Chen, Xiaogang Wang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
9. Dynamic Scene Deblurring Using Spatially Variant Recurrent Neural Networks
Jiawei Zhang, Jinshan Pan, Jimmy Ren, Yibing Song, Linchao Bao, Rynson Lau, Ming-Hsuan Yang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
10. Eliminating Background-bias for Robust Person Re-identification
Maoqing Tian, Hongsheng Li, Shuai Yi, Xuesen Zhang, Jianping Shi, Junjie Yan, Xiaogang Wang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
11. End-to-End Deep Kronecker-Product Matching for Person Re-identification
Yantao Shen, Tong Xiao, Hongsheng Li, Shuai Yi, Xiaogang Wang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
12. End-to-end Flow Correlation Tracking with Spatial-temporal Attention
Zheng Zhu, Wei Wu, Wei Zou, Junjie Yan
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
13. Exploring Disentangled Feature Representation Beyond Face Identification
Yu Liu*, Fangyin Wei*, Jing Shao*, LuSheng, Junjie Yan and Xiaogang Wang (*equal contribution)
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
14. Environment Upgrade Reinforcement Learning for Non-differentiable Multi-stage Pipelines
Shuqin Xie, Zitian Chen, Chao Xu, Cewu Lu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
15. FOTS: Fast Oriented Text Spotting with a Unified Network
Xuebo Liu, Ding Liang, Shi Yan, Dagui Chen, Yu Qiao, Junjie Yan
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
16. GeoNet: Unsupervised Learning of Dense Depth, Motion Field and Camera Pose
Zhichao Yin, Jianping Shi
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
17. Group Consistent Similarity Learning via Deep CRFs for Person Re-Identification
Dapeng Chen, Dan Xu, Hongsheng Li, Nicu Sebe, Xiaogang Wang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
18. High Performance Visual Tracking with Siamese Region Proposal Network
Bo Li, Wei Wu, Zheng Zhu, Junjie Yan
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
19. ID-GAN: Learning a Symmetry Three-Player GAN for Identity-Preserving Face Synthesis
Yujun Shen, Ping Luo, Junjie Yan, Xiaogang Wang, Xiaoou Tang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
20. Learning a Toolchain for Image Restoration
Ke Yu, Chao Dong, Liang Lin, Chen Change Loy
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
21. Learning Dual Convolutional Neural Networks for Low-Level Vision
Jinshan Pan, Sifei Liu, Deqing Sun, Jiawei Zhang, Yang Liu, Jimmy Ren, Zechao Li, Jinhui Tang, Huchuan Lu, Yu-Wing Tai, Ming-Hsuan Yang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
22. Learning Globally Optimized Object Detector via Policy Gradient
Yongming Rao, Dahua Lin, Jiwen Lu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
23. LiteFlowNet: A Lightweight Convolutional Neural Network for Optical Flow Estimation
Tak Wai Hui, Xiaoou Tang, Chen Change Loy
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
24. Low-Latency Video Semantic Segmentation
Yule Li, Jianping Shi, Dahua Lin
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
25. Look at Boundary: A Boundary-Aware Face Alignment Algorithm
Wayne Wu, Chen Qian, Shuo Yang, Wang Quan
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
26. LSTM Pose Machines
Yue Luo, Jimmy Ren, Zhouxia Wang, Wenxiu Sun, Jinshan Pan, Jianbo Liu, Jiahao Pang, Liang Lin
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
27. Mask-guided Contrastive Attention Model for Person Re-Identification
Chunfeng Song, Yan Huang, Wanli Ouyang, Liang Wang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
28. Optical Flow Guided Feature: A Fast and Robust Motion Representation for Video Action Recognition
Shuyang Sun, Zhanghui Kuang, Lu Sheng, Wanli Ouyang, Wei Zhang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
29. Optimizing Video Object Detection via a Scale-Time Lattice
Kai Chen, Jiaqi Wang, Shuo Yang, Xingcheng Zhang, Yuanjun Xiong, Chen Change Loy, Dahua Lin
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
30. PAD-Net: Multi-Tasks Guided Prediciton-and-Distillation Network for Simultaneous Depth Estimation and Scene Parsing
Dan Xu, Wanli Ouyang, Xiaogang Wang, Nicu Sebe
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
31. Path Aggregation Network for Instance Segmentation
Shu Liu, Lu Qi, Haifang Qin, Jianping Shi, Jiaya Jia
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
32. Pose-Robust Face Recognition via Deep Residual Equivariant Mapping
Kaidi Cao, Yu Rong, Cheng Li, Xiaoou Tang, Chen Change Loy
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
33. Practical Block-wise Neural Network Architecture Generation
Zhao Zhong, Junjie Yan, Wei Wu, Jing Shao, Cheng-lin Liu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
34. Recognize Actions by Disentangling Components of Dynamics
Yue Zhao, Yuanjun Xiong, Dahua Lin
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
35. Recovering Realistic Texture in Image Super-resolution by Spatial Feature Modulation
Xintao Wang, Ke Yu, Chao Dong, Chen Change Loy
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
36. Single View Stereo Matching
Yue Luo, Jimmy Ren, Mude Lin, Jiahao Pang,Wenxiu Sun, Hongsheng Li, Liang Lin
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
37. Temporal Hallucinating for Action Recognition with Few Still Images
Lei Zhou, Yali Wang, Yu Qiao
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
38. Towards Human-Machine Cooperation: Evolving Active Learning with Self-supervised Process for Object Detection
Keze Wang, Xiaopeng Yan, Lei Zhang, Liang Lin
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
39. Unifying Identification and Context Learning for Person Recognition
Qingqiu Huang, Yu Xiong, Dahua Lin
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
40. Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination
Zhirong Wu, Yuanjun Xiong, Stella Yu, Dahua Lin
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
41. Video Person Re-identification with Competitive Snippet-similarity Aggregation and Co-attentive Snippet Embedding
Dapeng Chen, Hongsheng Li, Tong Xiao, Shuai Yi, Xiaogang Wang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
42. Visual Question Generation as Dual Task of Visual Question Answering
Yikang Li, Nan Duan, Bolei Zhou, Xiao Chu, Wanli Ouyang, Xiaogang Wang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
43. Weakly Supervised Human Body Part Parsing via Pose-Guided Knowledge Transfer
Hao-Shu Fang, Guansong Lu, Xiaolin Fang, Jianwen Xie, Yu-Wing Tai, Cewu Lu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
44. Zoom and Learn: Generalizing Deep Stereo Matching to Novel Domains
Jiahao Pang, Wenxiu Sun, Chengxi Yang, Jimmy Ren, Ruichao Xiao, Jin Zeng, Liang Lin
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.