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What Makes for Hierarchical Vision Transformer?


Jul 05, 2021
Yuxin Fang, Xinggang Wang, Rui Wu, Jianwei Niu, Wenyu Liu

* Preprint. Work in progress 

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Bag of Instances Aggregation Boosts Self-supervised Learning


Jul 04, 2021
Haohang Xu, Jiemin Fang, Xiaopeng Zhang, Lingxi Xie, Xinggang Wang, Wenrui Dai, Hongkai Xiong, Qi Tian


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Tracking Instances as Queries


Jun 23, 2021
Shusheng Yang, Yuxin Fang, Xinggang Wang, Yu Li, Ying Shan, Bin Feng, Wenyu Liu

* CVPR 2021 Workshop. 2nd Place Solution for YouTube-VOS Challenge 2021: Video Instance Segmentation 
* Preprint. Work in progress 

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You Only Look at One Sequence: Rethinking Transformer in Vision through Object Detection


Jun 21, 2021
Yuxin Fang, Bencheng Liao, Xinggang Wang, Jiemin Fang, Jiyang Qi, Rui Wu, Jianwei Niu, Wenyu Liu

* 18 pages, 7 tables, 5 figures. Add Appendix & some missing references 

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MSG-Transformer: Exchanging Local Spatial Information by Manipulating Messenger Tokens


May 31, 2021
Jiemin Fang, Lingxi Xie, Xinggang Wang, Xiaopeng Zhang, Wenyu Liu, Qi Tian


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Instances as Queries


May 23, 2021
Yuxin Fang, Shusheng Yang, Xinggang Wang, Yu Li, Chen Fang, Ying Shan, Bin Feng, Wenyu Liu

* 14 pages, 8 figures, including the Appendix 

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QueryInst: Parallelly Supervised Mask Query for Instance Segmentation


May 16, 2021
Yuxin Fang, Shusheng Yang, Xinggang Wang, Yu Li, Chen Fang, Ying Shan, Bin Feng, Wenyu Liu

* Add results with Swin-L backbone, mask AP = 49.1 & box AP = 56.1 @ COCO test-dev 

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Crossover Learning for Fast Online Video Instance Segmentation


Apr 13, 2021
Shusheng Yang, Yuxin Fang, Xinggang Wang, Yu Li, Chen Fang, Ying Shan, Bin Feng, Wenyu Liu


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Weakly-supervised Instance Segmentation via Class-agnostic Learning with Salient Images


Apr 04, 2021
Xinggang Wang, Jiapei Feng, Bin Hu, Qi Ding, Longjin Ran, Xiaoxin Chen, Wenyu Liu

* CVPR 2021 

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Half-Real Half-Fake Distillation for Class-Incremental Semantic Segmentation


Apr 02, 2021
Zilong Huang, Wentian Hao, Xinggang Wang, Mingyuan Tao, Jianqiang Huang, Wenyu Liu, Xian-Sheng Hua


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Real-Time and Accurate Object Detection in Compressed Video by Long Short-term Feature Aggregation


Mar 25, 2021
Xinggang Wang, Zhaojin Huang, Bencheng Liao, Lichao Huang, Yongchao Gong, Chang Huang

* Computer Vision and Image Understanding,Volume 206, May 2021 

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Human De-occlusion: Invisible Perception and Recovery for Humans


Mar 22, 2021
Qiang Zhou, Shiyin Wang, Yitong Wang, Zilong Huang, Xinggang Wang

* 11 pages, 6 figures, conference 

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Noise Modulation: Let Your Model Interpret Itself


Mar 19, 2021
Haoyang Li, Xinggang Wang


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Deep Online Correction for Monocular Visual Odometry


Mar 18, 2021
Jiaxin Zhang, Wei Sui, Xinggang Wang, Wenming Meng, Hongmei Zhu, Qian Zhang

* Accepted at 2021 IEEE International Conference on Robotics and Automation (ICRA) 

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Occluded Video Instance Segmentation


Feb 08, 2021
Jiyang Qi, Yan Gao, Yao Hu, Xinggang Wang, Xiaoyu Liu, Xiang Bai, Serge Belongie, Alan Yuille, Philip H. S. Torr, Song Bai

* 10 pages, 11 figures 

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Learning to Focus: Cascaded Feature Matching Network for Few-shot Image Recognition


Jan 13, 2021
Mengting Chen, Xinggang Wang, Heng Luo, Yifeng Geng, Wenyu Liu

* SCIENCE CHINA Information Sciences, 2021 
* 14 pages 

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ResizeMix: Mixing Data with Preserved Object Information and True Labels


Dec 21, 2020
Jie Qin, Jiemin Fang, Qian Zhang, Wenyu Liu, Xingang Wang, Xinggang Wang


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EfficientPose: Efficient Human Pose Estimation with Neural Architecture Search


Dec 13, 2020
Wenqiang Zhang, Jiemin Fang, Xinggang Wang, Wenyu Liu


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Deep multi-metric learning for text-independent speaker verification


Jul 17, 2020
Jiwei Xu, Xinggang Wang, Bin Feng, Wenyu Liu

* Neurocomputing, Volume 410, 14 October 2020, Pages 394-400 

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Boundary-preserving Mask R-CNN


Jul 17, 2020
Tianheng Cheng, Xinggang Wang, Lichao Huang, Wenyu Liu

* 17 pages, 8 figures. Accepted by ECCV 2020 

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FNA++: Fast Network Adaptation via Parameter Remapping and Architecture Search


Jun 21, 2020
Jiemin Fang, Yuzhu Sun, Qian Zhang, Kangjian Peng, Yuan Li, Wenyu Liu, Xinggang Wang

* arXiv admin note: substantial text overlap with arXiv:2001.02525 

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A Simple Baseline for Multi-Object Tracking


Apr 17, 2020
Yifu Zhang, Chunyu Wang, Xinggang Wang, Wenjun Zeng, Wenyu Liu


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AlignSeg: Feature-Aligned Segmentation Networks


Feb 24, 2020
Zilong Huang, Yunchao Wei, Xinggang Wang, Honghui Shi, Wenyu Liu, Thomas S. Huang

* In Submission 

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IoU-aware Single-stage Object Detector for Accurate Localization


Jan 16, 2020
Shengkai Wu, Xiaoping Li, Xinggang Wang


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Fast Neural Network Adaptation via Parameter Remapping and Architecture Search


Jan 08, 2020
Jiemin Fang, Yuzhu Sun, Kangjian Peng, Qian Zhang, Yuan Li, Wenyu Liu, Xinggang Wang

* Accepted by ICLR 2020 

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