速途网5月10日消息,全球计算机视觉顶级会议 IEEE CVPR 2018 (Computer Vision and Pattern
Recognition,即IEEE国际计算机视觉与模式识别会议) 即将于六月在美国盐湖城召开,本届大会总共录取来自全球论文979篇。
据CVPR官网显示,今年有超过3300篇的大会论文投稿,录取的979篇论文,比去年增长了25%(2016年论文录取783篇)。这些录取的最新科研成果,涵盖了计算机视觉领域各项前沿工作。CVPR
2018包括21场tutorials、48场workshops,并且有来自全球各地超过115家企业将入驻今年CVPR工业展览。
商汤科技、香港中文大学-商汤科技联合实验室以及其他商汤科技联合实验室共有44篇论文被本届CVPR大会接收,其中包括口头报告论文3篇(录取率仅62/3300
= 1.88%),亮点报告论文13篇,论文录取数量相较于CVPR 2017的23篇又有大幅度提高,成绩斐然。
商汤科技CVPR
2018录取论文在以下领域实现突破:大规模分布式训练、人体理解与行人再识别、自动驾驶场景理解与分析、底层视觉算法、视觉与自然语言的综合理解、物体检测、识别与跟踪、深度生成式模型、视频与行为理解等。这些新颖的计算机视觉算法不仅有着丰富的应用场景,使得更多的智能视觉算法能应用于日常生活之中,还为后续研究提供了可贵的经验和方向。
附录:
商汤科技及商汤科技联合实验室共有44篇论文被接收,具体如下:
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 andPattern 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 and 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.