Technical Reports

  1. Rethinking Localization Map: Towards Accurate Object Perception with Self-Enhancement Maps
    Xiaolin Zhang, Yunchao Wei, Yi Yang, Fei Wu [arxiv]
    Note: Propose new evalutation metrics for weakly supervised object localization.
  2. A PyTorch Semantic Segmentation Toolbox
    Zilong Huang, Yunchao Wei, Xinggang Wang, Wenyu Liu [PDF] [CODE]
    Note: We provide PyTorch implementations for DeeplabV3 and PSPNet. The advantages: 1) integrate Syn BN; 2) take less time and computational resources for training; 3) achieve better performance.

Selected Journal Articles

  1. Online Attention Accumulation for Weakly Supervised Semantic Segmentation.
    Peng-Tao Jiang, Ling-Hao Han, Qibin Hou, Ming-Ming Cheng, Yunchao Wei.
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 [CODE]
  2. Collaborative Video Object Segmentation by Multi-Scale Foreground-Background Integration.
    Zongxin Yang, Yunchao Wei, Yi Yang.
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 [CODE]
  3. Affinity Attention Graph Neural Network forWeakly Supervised Semantic Segmentation.
    Bingfeng Zhang, Jimin Xiao, Jianbo Jiao, Yunchao Wei, Yao Zhao.
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 [CODE]
  4. Cross-Modal Progressive Comprehension for Referring Segmentation.
    Si Liu, Tianrui Hui, Shaofei Huang, Yunchao Wei, Bo Li, Guanbin Li.
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 [CODE]
  5. AlignSeg: Feature-Aligned Segmentation Networks.
    Zilong Huang, Yunchao Wei, Xinggang Wang, Honghui Shi, Wenyu Liu, Thomas S. Huang.
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 [CODE]
  6. Self-Correction for Human Parsing
    Peike Li, Yunqiu Xu, Yunchao Wei, Yi Yang
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 [arxiv][CODE]
    Note: Our latest progress on human parsing won the 1st place of the 3rd LIP Challenge in CVPR 2019.
  7. Contrastive Adaptation Network for Single- and Multi-Source Domain Adaptation.
    Guoliang Kang, Lu Jiang, Yunchao Wei, Yi Yang, Alexander G. Hauptmann.
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020 [CODE]
  8. CCNet: Criss-Cross Attention for Semantic Segmentation.
    Zilong Huang, Xinggang Wang, Yunchao Wei, Lichao Huang, Humphrey Shi, Wenyu Liu, Thomas S. Huang.
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020 [CODE]
  9. Proposal-free network for instance-level object segmentation.
    Xiaodan Liang, Yunchao Wei, Xiaohui Shen, Jianchao Yang, Liang Lin, Shuicheng Yan.
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2018
  10. STC: A Simple to Complex Framework for Weakly-supervised Semantic Segmentation.
    Yunchao Wei, Xiaodan Liang, Yunpeng Chen, Xiaohui Shen, Ming-Ming Cheng, Jiashi Feng, Yao Zhao, Shuicheng Yan.
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2017
  11. HCP: A Flexible CNN Framework for Multi-label Image Classification.
    Yunchao Wei, Wei Xia, Min Lin, Junshi Huang, Bingbing Ni, Jian Dong, Yao Zhao, Shuicheng Yan.
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2016
  12. Learning to Segment Human by Watching YouTube.
    Xiaodan Liang, Yunchao Wei, Yunpeng Chen, Xiaohui Shen, Liang Lin, Shuicheng Yan.
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2016

Conference Proceedings

2021

  1. Few-Shot Segmentation via Cycle-Consistent Transformer.
    Gengwei Zhang, Guoliang Kang, Yi Yang, Yunchao Wei.
    Neural Information Processing Systems (NeurIPS), 2021 [CODE]
  2. Associating Objects with Transformers for Video Object Segmentation.
    Zongxin Yang, Yunchao Wei, Yi Yang.
    Neural Information Processing Systems (NeurIPS), 2021 [CODE]
  3. AINet: Association Implantation for Superpixel Segmentation.
    Yaxiong Wang, Yunchao Wei, Xueming Qian, Li Zhu, Yi Yang.
    International Conference on Computer Vision (ICCV), 2021 [CODE]
  4. Towards Complete Scene and Regular Shape for Distortion Rectification by Curve-Aware Extrapolation.
    Kang Liao, Chunyu Lin, Yunchao Wei, Feng Li, Shangrong Yang, Yao Zhao.
    International Conference on Computer Vision (ICCV), 2021
  5. Product1M: Towards Weakly Supervised Instance-Level Product Retrieval via Cross-modal Pretraining.
    Xunlin Zhan, Yangxin Wu, Xiao Dong, Yunchao Wei, Minlong Lu, Yichi Zhang, Hang Xu, Xiaodan Liang.
    International Conference on Computer Vision (ICCV), 2021 [CODE]
  6. VSPW: A Large-scale Dataset for Video Scene Parsing in the Wild.
    Jiaxu Miao, Yunchao Wei, Yu Wu, Chen Liang, Guangrui Li, Yi Yang.
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021 [CODE]
  7. Domain Consensus Clustering for Universal Domain Adaptation.
    Guangrui Li, Guoliang Kang, Yi Zhu, Yunchao Wei, Yi Yang.
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021 [CODE]

2020

  1. Pixel-Level Cycle Association: A New Perspective for Domain Adaptive Semantic Segmentation
    Guoliang Kang, Yunchao Wei, Yi Yang, Yueting Zhuang, Alexander G. Hauptmann
    Neural Information Processing Systems (NeurIPS), 2020 (oral) [CODE]
  2. Consistent Structural Relation Learning for Generalized Zero-Shot Segmentation
    Peike Li, Yunchao Wei, Yi Yang
    Neural Information Processing Systems (NeurIPS), 2020 (spotlight)
  3. Meta Parsing Networks: Towards Generalized Few-shot Scene Parsing with Adaptive Metric Learning
    Peike Li, Yunchao Wei, Yi Yang
    ACM Moltimedia (MM), 2020 (oral)
  4. University-1652: A Molti-view Molti-source Benchmark for Drone-based Geo-localization
    Zhedong Zheng, Yunchao Wei, Yi Yang
    ACM Moltimedia (MM), 2020 [arxiv][Project]
    Note: We annotate 1652 buildings in 72 universities around the world.
  5. Collaborative Video Object Segmentation by Foreground-Background Integration
    Zongxin Yang, Yunchao Wei, Yi Yang
    European Conference on Computer Vision (ECCV), 2020 (spotlight) [arxiv][Code] [Youtube][Bilibili]
    Note: Achieve the state of the art performance on DAVIS 2016, 2017 and Youtube-VOS.
  6. Inter-Image Communication for Weakly Supervised Localization
    Xiaolin Zhang, Yunchao Wei, Yi Yang
    European Conference on Computer Vision (ECCV), 2020
  7. Content-Consistent Matching for Domain Adaptive Semantic Segmentation
    Guangrui Li, Guoliang Kang, Wu Liu, Yunchao Wei, Yi Yang
    European Conference on Computer Vision (ECCV), 2020
  8. Interactive Object Segmentation with Inside-Outside Guidance
    Shiyin Zhang, Jun Hao Liew, Yunchao Wei, Shikui Wei, Yao Zhao
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020 (oral) [PDF] [Code] [Youtube][Bilibili]
  9. Memory Aggregation Networks for Efficient Interactive Video Object Segmentation
    Jiaxu Miao, Yunchao Wei, Yi Yang
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020 [PDF][Code]
  10. Referring Image Segmentation via Cross-Modal Progressive Comprehension
    Shaofei Huang, Tianrui Hui, Si Liu, Guanbin Li, Yunchao Wei, Jizhong Han, Luoqi Liu, Bo Li
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020 [PDF]
  11. Differential Treatment for Stuff and Things: A Simple Unsupervised Domain Adaptation Method for Semantic Segmentation
    Zhonghao Wang, Mo Yu, Yunchao Wei, Rogerio Feris, Jinjun Xiong, Wen-Mei Hwu, Thomas S. Huang, Honghui Shi
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020 [PDF]
  12. Agricolture-Vision: A Large Aerial Image Database for Agricoltural Pattern Analysis
    Mang Tik Chiu, Xingqian Xu, Yunchao Wei, Zilong Huang, Alexander Schwing, Robert Brunner, Hrant Khachatrian, Hovnatan Karapetyan, Ivan Dozier, Greg Rose, David Wilson, Adrian Tudor, Naira Hovakimyan, Thomas S. Huang, Honghui Shi
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020 [arxiv][Project][News]
  13. Reliability Does Matter: An End-to-End Weakly Supervised Semantic Segmentation Approach
    Bingfeng Zhang, Jinmin Xiao, Yunchao Wei, Mingjie Sun, Kaizhu Huang
    Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2020 [arxiv]

2019

  1. SPGNet: Semantic Prediction Guidance for Scene Parsing
    Bowen Cheng, Liang-Chieh Chen, Yunchao Wei, Yukun Zhu, Zilong Huang, Jinjun Xiong, Thomas Huang, Wen-Mei Hwu, Honghui Shi
    IEEE International Conference on Computer Vision (ICCV), 2019 [PDF]
  2. Integral Object Mining via Online Attention Accumolation
    Peng-Tao Jiang, Qibin Hou, Yang Cao, Ming-Ming Cheng, Yunchao Wei, Hong-Kai Xiong
    IEEE International Conference on Computer Vision (ICCV), 2019 [Project]
  3. CCNet: Criss-Cross Attention for Semantic Segmentation
    Zilong Huang, Xinggang Wang, Lichao Huang, Chang Huang, Yunchao Wei, Wenyu Liu
    IEEE International Conference on Computer Vision (ICCV), 2019 [arxiv] [CODE]
  4. Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identification
    Yang Fu, Yunchao Wei, Guanshuo Wang, Yuqian Zhou, Honghui Shi, Thomas Huang
    IEEE International Conference on Computer Vision (ICCV), 2019 (oral) [arxiv] [CODE]
  5. Boundary Perception Guidance: A Scribble-Supervised Semantic Segmentation Approach
    Bin Wang, Guojun Qi, Sheng Tang, Tianzhu Zhang, Yunchao Wei, Linghui Li, Yongdong Zhang
    International Joint Conference on Artificial Intelligence (IJCAI), 2019
  6. Geometry-Aware Distillation for Indoor Semantic Segmentation
    Jianbo Jiao, Yunchao Wei, Zequn Jie, Honghui Shi, Rynson W.H. Lau, Thomas S. Huang
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019
  7. Low-Rank Tensor Completion With a New Tensor Nuclear Norm Induced by Invertible Linear Transforms
    Canyi Lu, Xi Peng, Yunchao Wei
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019
  8. Devil in the Details: Towards Accurate Single and Moltiple Human Parsing
    Tao Ruan, Ting Liu, Zilong Huang, Yunchao Wei, Shikui Wei, Yao Zhao, Thomas Huang
    Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2019 (oral) [arxiv] [CODE]
    Note: This work achieves the 1st places on all human paring tracks in the 2nd LIP Challenge
  9. Weakly Supervised Scene Parsing with Point-based Distance Metric Learning
    Rui Qian, Yunchao Wei, Honghui Shi, Jiachen Li, Jiaying Liu, Thomas Huang
    Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2019 [arxiv]
  10. STA: Spatial-Temporal Attention for Large-Scale Video-based Person Re-Identification
    Yang Fu, Xiaoyang Wang, Yunchao Wei, Thomas Huang
    Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2019 [arxiv]
  11. Horizontal Pyramid Matching for Person Re-identification
    Yang Fu, Yunchao Wei, Yuqian Zhou, Honghui Shi, Gao Huang, Xinchao Wang, Zhiqiang Yao, Thomas Huang
    Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2019 [PDF]

2018

  1. Self-Erasing Network for Integral Object Attention
    Qibin Hou, Peng-Tao Jiang, Yunchao Wei, Ming-Ming Cheng
    Neural Information Processing Systems (NIPS), 2018 [PDF] [Project]
  2. TS2C: Tight Box Mining with Surrounding Segmentation Context for Weakly Supervised Object Detection
    Yunchao Wei, Zhiqiang Shen, Bowen Cheng, Honghui Shi, Jinjun Xiong, Jiashi Feng, Thomas Huang
    European Conference on Computer Vision (ECCV), 2018 [PDF]
  3. Self-produced Guidance for Weakly-supervised Object Localization
    Xiaolin Zhang, Yunchao Wei, Guoliang Kang, Yi Yang, Thomas Huang
    European Conference on Computer Vision (ECCV), 2018 [PDF] [CODE]
  4. Revisiting RCNN: On Awakening the Classification Power of Faster RCNN
    Bowen Cheng, Yunchao Wei, Honghui Shi, Rogerio Feris, Jinjun Xiong, Thomas Huang
    European Conference on Computer Vision (ECCV), 2018 [PDF]
  5. Revisiting Dilated Convolution: A Simple Approach for Weakly- and Semi- Supervised Semantic Segmentation
    Yunchao Wei, Huaxin Xiao, Honghui Shi, Zequn Jie, Jiashi Feng, Thomas Huang
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018 (spotlight) [PDF] [Project] [Prototxt]
  6. Adversarial Complementary Learning for Weakly Supervised Object Localization
    Xiaolin Zhang, *Yunchao Wei, Jiashi Feng, Yi Yang, Thomas Huang
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018 [PDF] [CODE]
  7. Left-Right Comparative Recurrent Model for Stereo Matching
    Zequn Jie, Pengfei Wang, Yonggen Ling, Bo Zhao, Yunchao Wei, Jiashi Feng, Wei Liu
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018 (oral) [PDF]
  8. Transferable Semi-supervised Semantic Segmentation
    Huaxin Xiao, Yunchao Wei, Yu Liu, Maojun Zhang, Jiashi Feng
    Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2018 [PDF]

2017

  1. Regional Interactive Image Segmentation Networks
    Jun Hao Liew, Yunchao Wei, Wei Xiong, Sim-Heng Ong, Jiashi Feng
    IEEE International Conference on Computer Vision (ICCV), 2017
  2. Magic-wall: Visualizing Room Decoration
    Ting Liu, Yunchao Wei, Yao Zhao, Si Liu, Shikui Wei
    ACM Moltimedia (MM), 2017 (oral)
  3. Deep Attribute-preserving Metric Learning for Natural Language Object Retrieval
    Jianan Li, Yunchao Wei, Xiaodan Liang, Fang Zhao, Tingfa Xu, Jiashi Feng
    ACM Moltimedia (MM), 2017
  4. Object Region Mining with Adversarial Erasing: A Simple Classification to Semantic Segmentation Approach
    Yunchao Wei, Jiashi Feng, Xiaodan Liang, Ming-Ming Cheng, Yao Zhao, Shuicheng Yan
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017 (oral) [PDF]
  5. Deep Self-taught Learning for Weakly Supervised Object Detection
    Zequn Jie, Yunchao Wei, Xiaojie Jin, Jiashi Feng, Wei Liu
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017 (spotlight) [PDF]
  6. Perceptual Generative Adversarial Networks for Small Object Detection
    Jianan Li, Xiaodan Liang, Yunchao Wei, Tingfa Xu, Jiashi Feng, Shuicheng Yan
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017 [PDF]

2016 and Earlier

  1. Reversible Recursive Instance-level Object Segmentation
    Xiaodan Liang, Yunchao Wei, Xiaohui Shen, Zequn Jie, Jiashi Feng, Liang Lin, Shuicheng Yan
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016 [PDF]
  2. Deep Learning with S-Shaped Rectified Linear Activation Units
    Xiaojie Jin, Chunyan Xu, Jiashi Feng, Yunchao Wei, Junjun Xiong, Shuicheng Yan
    Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2016 [PDF]
  3. Towards Computational Baby Learning: A Weakly-Supervised Approach for Object Detection
    Xiaodan Liang, Si Liu, Yunchao Wei, Luoqi Liu, Liang Lin, Shuicheng Yan
    IEEE International Conference on Computer Vision (ICCV), 2015 [PDF]
  4. Proximal Iteratively Reweighted Algorithm with Moltiple Splitting for Nonconvex Sparsity Optimization[PDF]
    Canyi Lu, Yunchao Wei, Zhouchen Lin, Shuicheng Yan
    Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2014