速途網5月10日消息,全球計算機視覺頂級會議 IEEE CVPR 2018 (Computer Vision and Pattern
Recognition,即IEEE國際計算機視覺與模式識別會議) 即將於六月在美國鹽湖城召開,本屆大會總共錄取來自全球論文979篇。
據CVPR官網顯示,今年有超過3300篇的大會論文投稿,錄取的979篇論文,比去年增長了25%(2016年論文錄取783篇)。這些錄取的最新科研成果,涵蓋了計算機視覺領域各項前沿工作。CVPR
2018包括21場tutorials、48場workshops,並且有來自全球各地超過115家企業將入駐今年CVPR工業展覽。
商湯科技、香港中文大學-商湯科技聯合實驗室以及其他商湯科技聯合實驗室共有44篇論文被本屆CVPR大會接收,其中包括口頭報告論文3篇(錄取率僅62/3300
= 1.88%),亮點報告論文13篇,論文錄取數量相較於CVPR 2017的23篇又有大幅度提高,成績斐然。
商湯科技CVPR
2018錄取論文在以下領域實現突破:大規模分布式訓練、人體理解與行人再識別、自動駕駛場景理解與分析、底層視覺算法、視覺與自然語言的綜合理解、物體檢測、識別與跟蹤、深度生成式模型、視頻與行為理解等。這些新穎的計算機視覺算法不僅有著豐富的應用場景,使得更多的智能視覺算法能應用於日常生活之中,還為後續研究提供了可貴的經驗和方向。
附錄:
商湯科技及商湯科技聯合實驗室共有44篇論文被接收,具體如下:
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.