Research

Wei Shen, Zelin Peng, Xuehui Wang, Huayu Wang, Jiazhong Cen, Dongsheng Jiang, Lingxi Xie, Xiaokang Yang, Qi Tian. A Survey on Label-efficient Deep Segmentation: Bridging the Gap between Weak Supervision and Dense Prediction. IEEE Trans. Pattern Analysis and Machine Intelligence, 45(8), 9284-9305, 2023. (PDF)

Jiazhong Cen, Zekun Jiang, Lingxi Xie, Dongsheng Jiang, Wei Shen, Qi Tian. Consensus Synergizes with Memory: A Simple Approach for Anomaly Segmentation in Urban Scenes. IEEE Trans. Circuits and Systems for Video Technology, 2023. (PDF)

Zelin Peng, Guanchun Wang, Lingxi Xie, Dongsheng Jiang, Wei Shen, Qi Tian. USAGE: A Unified Seed Area Generation Paradigm for Weakly Supervised Semantic Segmentation. IEEE International Conference on Computer Vision (ICCV), Paris, France, 2023. (PDF)

Feng Wang, Huiyu Wang, Chen Wei, Alan Yuille, Wei Shen. CP2: Copy-Paste Contrastive Pretraining for Semantic Segmentation. European Conference on Computer Vision (ECCV), Tel-Aviv, Israel, 2022. (PDF)

Xuehui Wang, Kai Zhao, Ruixin Zhang, Shouhong Ding, Yan Wang, Wei Shen. ContrastMask: Contrastive Learning to Segment Every Thing. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), New Orleans, USA, 2022. (PDF)

Huiyu Duan, Wei Shen, Xiongkuo Min, Danyang Tu, Jing Li, Guangtao Zhai. Saliency in Augmented Reality. ACM International Conference on Multimedia (ACM MM), Lisbon, Portugal, 2022. (PDF)

Hao Ding, Siyuan Qiao, Alan Yuille, Wei Shen. Deeply Shape-guided Cascade for Instance Segmentation. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Nashville, USA, 2021. (PDF)

Yingda Xia, Yi Zhang, Fengze Liu,Wei Shen, Alan Yuille. Synthesize then Compare: Detecting Failures and Anomalies for Semantic Segmentation. European Conference on Computer Vision (ECCV), Glasgow, UK, 2020 [Oral]. (PDF)

Zhishuai Zhang, Wei Shen, Siyuan Qiao, Yan Wang, Bo Wang, Alan Yuille.  Robust Face Detection via Learning Small Faces on Hard Images.  IEEE Winter Conference on Applications of Computer Vision (WACV), Colorado, USA, 2020.  (PDF)

Peng Tang, Xinggang Wang, Song Bai, Wei Shen, Xiang Bai, Wenyu Liu, Alan Yuille.  PCL: Proposal Cluster Learning for Weakly Supervised Object Detection.  IEEE Trans. Pattern Analysis and Machine Intelligence, 2020.  (PDF)

Zhishuai Zhang, Siyuan Qiao, Cihang Xie, Wei Shen, Bo Wang, Alan Yuille.  Single-Shot Object Detection with Enriched Semantics.   IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Salt Lake City, USA, 2018. (PDF)

Kai Zhao, Wei Shen, Shanghua Gao, Dandan Li, Ming-Ming Cheng.  Hi-Fi: Hierarchical Feature Integration for Skeleton Detection.  International Joint Conference on Artificial Intelligence (IJCAI), Stockholm, Sweden, 2018.  (PDF)

Wei Shen, Kai Zhao, Yuan Jiang, Yan Wang, Xiang Bai, Alan Yuille.  DeepSkeleton: Learning Multi-task Scale-associated Deep Side Outputs for Object Skeleton Extraction in Natural Images.  IEEE Trans. Image Processing, 2017.  (PDF)

Siyuan Qiao, Wei Shen, Weichao Qiu, Chenxi Liu, Alan Yuille.  ScaleNet: Guiding Object Proposal Generation in Supermarkets and Beyond.  IEEE International Conference on Computer Vision (ICCV)Venice, Italy, 2017. (PDF)

Wei Shen, Kai Zhao, Yuan Jiang, Yan Wang, Zhijiang Zhang, Xiang Bai. Object Skeleton Extraction in Natural Images by Fusing Scale-associated Deep Side Outputs.  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Las Vegas, USA, 2016.  (PDF)

Zheng Zhang, Chenquan Zhang, Wei Shen, Cong Yao, Wenyu Liu, Xiang Bai. Multi-Oriented Text Detection with Fully Convolutional Networks.  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Las Vegas, USA, 2016.  (PDF)

Wei Shen, Xiang Bai, Zihao Hu, Zhijiang Zhang. Multiple Instance Subspace Learning via Partial Random Projection Tree for Local Reflection Symmetry in Natural Images.  Pattern Recognition, 52(4): 306-316, 2016.  (PDF)

Wei Shen, Xinggang Wang, Yan Wang, Xiang Bai, Zhijiang Zhang. DeepContour: A Deep Convolutional Feature Learned by Positive-sharing Loss for Contour Detection.  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Boston, USA, 2015.  (PDF)

Zheng Zhang, Wei Shen, Cong Yao, Xiang Bai. Symmetry-Based Text Line Detection in Natural Scenes.  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Boston, USA, 2015.  (PDF)

Yuhui Xu, Lingxi Xie, Cihang Xie, Wenrui Dai, Jieru Mei, Siyuan Qiao, Wei Shen, Hongkai Xiong, Alan Yuille. Batch Normalization with Enhanced Linear Transformation. IEEE Trans. Pattern Analysis and Machine Intelligence, 45(7), 9225-9232, 2023. (PDF)

Jinghao Zhou, Chen Wei, Huiyu Wang, Wei Shen, Cihang Xie, Alan Yuille, Tao Kong. iBOT: Image BERT Pre-Training with Online Tokenizer. International Conference on Learning Representations (ICLR), Lisbon, Portugal, 2022. (PDF)

Qihang Yu, Yingda Xia, Yutong Bai, Yongyi Lu, Alan Yuille, Wei Shen. Glance-and-Gaze Vision Transformer. Advances in Neural Information Processing Systems (NeurIPS), Sydney, Australia, 2021. (PDF)

Chen Wei, Huiyu Wang, Wei Shen, Alan Yuille. CO2: Consistent Contrast for Unsupervised Visual Representation Learning. International Conference on Learning Representations (ICLR), Vienna, Austria, 2021. (PDF)

Yingwei Li, Qihang Yu, Mingxing Tan, Jieru Mei, Peng Tang, Wei Shen, Alan Yuille, Cihang Xie. Shape-Texture Debiased Neural Network Training. International Conference on Learning Representations (ICLR), Vienna, Austria, 2021. (PDF)

Yunhan Zhao, Ye Tian, Charless Fowlkes, Wei Shen, Alan Yuille. Towards Resisting Large Data Variations via Introspective Learning. IEEE Winter Conference on Applications of Computer Vision (WACV) , Colorado, USA, 2020. (PDF)

Siyuan Qiao, Chenxi Liu, Wei Shen, Alan Yuille.  Few-Shot Image Recognition by Predicting Parameters from Activations.  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Salt Lake City, USA, 2018 [Spotlight].  (PDF)

Siyuan Qiao, Wei Shen, Zhishuai Zhang, Bo Wang, Alan Yuille.  Deep Co-Training for Semi-Supervised Image Recognition.  European Conference on Computer Vision (ECCV), Munich, Germany, 2018.  (PDF)

Siyuan Qiao, Zhishuai Zhang, Wei Shen, Bo Wang, Alan Yuille.  Gradually Updated Neural Networks for Large-Scale Image Recognition.  International Conference on Machine Learning (ICML), Stockholm, Sweden, 2018..  (PDF)

Wei Shen, Kai Zhao, Yilu Guo, Alan Yuille.  Label Distribution Learning Forests.  Advances in Neural Information Processing Systems (NIPS), Long Beach, USA, 2017.  (PDF)

Chen Yang, Kailing Wang, Yuehao Wang, Xiaokang Yang, Wei Shen. Neural LerPlane Representations for Fast 4D Reconstruction of Deformable Tissues. International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Vancouver, Canada, 2023. (PDF)

Duowen Chen, Yunhao Bai, Wei Shen, Qingli Li, Lequan Yu, Yan Wang. MagicNet: Semi-Supervised Multi-Organ Segmentation via Magic-Cube Partition and Recovery. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Vancouver, Canada, 2023. (PDF)

Yunhao Bai, Duowen Chen, Qingli Li, Wei Shen, Yan Wang. Bidirectional Copy-Paste for Semi-Supervised Medical Image Segmentation. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Vancouver, Canada, 2023. (PDF)

Yuyin Zhou, David Dreizin, Yan Wang, Fengze Liu, Wei Shen, Alan Yuille. External Attention Assisted Multi-Phase Splenic Vascular Injury Segmentation with Limited Data. IEEE Trans. Medical Imaging, 41(6), 1346-1357, 2022. (PDF)

Yan Wang, Peng Tang, Yuyin Zhou, Wei Shen, Elliot K. Fishman, Alan L. Yuille. Learning Inductive Attention Guidance for Partially Supervised Pancreatic Ductal Adenocarcinoma Prediction. IEEE Trans. Medical Imaging, 43(2), 2723-2735, 2021. (PDF)

Daniil Pakhomov, Wei Shen, Nassir Navab. Towards Unsupervised Learning for Instrument Segmentation in Robotic Surgery with Cycle-Consistent Adversarial Networks. IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Las Vegas, USA, 2020.  (PDF)

Yan Wang, Xu Wei, Fengze Liu, Jieneng Chen, Yuyin Zhou, Wei Shen, Elliot Fishman, Alan Yuille. Deep Distance Transform for Tubular Structure Segmentation in CT Scans. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, USA, 2020 [Oral]. (PDF)

Yingda Xia, Qihang Yu, Wei Shen, Yuyin Zhou, Elliot Fishman, Alan Yuille. Detecting Pancreatic Adenocarcinoma in Multi-phase CT Scans via Alignment Ensemble. International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Lima, Peru, 2020.  (PDF)

Shuhao Fu, Yongyi Lu, Yan Wang, Yuyin Zhou, Wei Shen, Elliot Fishman, Alan Yuille.  Domain Adaptive Relational Reasoning for 3D Multi-Organ Segmentation. International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Lima, Peru, 2020. (PDF)

Yan Wang, Yuyin Zhou, Wei Shen, Seyoun Park, Elliot K. Fishman, Alan Yuille.  Abdominal multi-organ segmentation with organ-attention networks and statistical fusion.  Medical Image Analysis, 2019.  (PDF)

Yuyin Zhou, Yan Wang, Peng Tang, Song Bai, Wei Shen, Elliot K. Fishman, Alan Yuille. Semi-Supervised 3D Multi-Organ Segmentation via Deep Multi-Planar Co-Training.  IEEE Winter Conference on Applications of Computer Vision (WACV), Hawaii, USA, 2019. (PDF)

Yan Wang, Yuyin Zhou, Peng Tang, Wei Shen, Elliot K. Fishman, Alan Yuille. Training Multi-organ Segmentation Networks with Sample Selection by Relaxed Upper Confident Bound.  International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Granada, Spain, 2018 [Oral].  (PDF)

Zhuotun Zhu, Yingda Xia, Wei Shen, Elliot K Fishman, Alan Yuille.  A 3D Coarse-to-Fine Framework for Automatic Pancreas Segmentation.  International Conference on 3D Vision (3DV), Verona, Italy, 2018.  (PDF)

Wei Shen, Bin Wang, Yuan Jiang, Yan Wang, Alan Yuille.  Multi-stage Multi-recursive-input Fully Convolutional Networks for Neuronal Boundary Detection.  IEEE International Conference on Computer Vision (ICCV), Venice, Italy, 2017. (PDF)

Yuyin Zhou, Lingxi Xie, Wei Shen, Yan Wang, Elliot Fishman, Alan Yuille.  A Fixed-Point Model for Pancreas Segmentation in Abdominal CT Scans.  International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Quebec, Canada, 2017. (PDF)

Danyang Tu, Wei Sun, Guangtao Zhai, Wei Shen. Agglomerative Transformer for Human-Object Interaction Detection. IEEE International Conference on Computer Vision (ICCV), New Orleans, USA, 2022. (PDF)

Danyang Tu, Wei Sun, Xiongkuo Min, Guangtao Zhai, Wei Shen. Video-based Human-Object Interaction Detection from Tubelet Tokens. Advances in Neural Information Processing Systems (NeurIPS), Paris, France, 2023. (PDF)

Kai Zhao, Lei Shen, Yingyi Zhang, Chuhan Zhou, Tao Wang, Ruixin Zhang, Shouhong Ding, Wei Jia, Wei Shen. BézierPalm: A Free Lunch for Palmprint Recognition. European Conference on Computer Vision (ECCV), Tel-Aviv, Israel, 2022. (PDF)

Danyang Tu, Xiongkuo Min, Huiyu Duan, Guodong Guo, Guangtao Zhai, Wei Shen. Iwin: Human-Object Interaction Detection via Transformer with Irregular Windows. European Conference on Computer Vision (ECCV), Tel-Aviv, Israel, 2022. (PDF)

Chen Yang, Shunyu Yao, Zanwei Zhou, Bin Ji, Guangtao Zhai, Wei Shen. Poxture: Human Posture Imitation Using Neural Texture. IEEE Trans. Circuits and Systems for Video Technology, 2022. (PDF)

Yunhao Li, Zhenbo Yu, Yucheng Zhu, Bingbing Ni, Guangtao Zhai, Wei Shen. Skeleton2Humanoid: Animating Simulated Characters for Physically-plausible Motion In-betweening. ACM International Conference on Multimedia (ACM MM), Lisbon, Portugal, 2022. (PDF)

Danyang Tu, Xiongkuo Min, Huiyu Duan, Guodong Guo, Guangtao Zhai, Wei Shen. End-to-End Human-Gaze-Target Detection with Transformers. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), New Orleans, USA, 2022.​ (PDF)

Yunhao Li, Wei Shen, Zhongpai Gao, Yucheng Zhu, Guangtao Zhai, Guodong Guo. Looking Here or There? Gaze Following in 360-Degree Images. IEEE International Conference on Computer Vision (ICCV), Montreal, Canada, 2021. (PDF)

Yi Fang, Jiapeng Tang, Wang Shen, Wei Shen, Xiao Gu, Li Song, Guangtao Zhai. Dual Attention Guided Gaze Target Detection in the Wild. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Nashville, USA, 2021 [Oral]. (PDF)

Wei Shen, Yilu Guo, Yan Wang, Kai Zhao, Bo Wang, Alan Yuille.  Deep Differentiable Random Forests for Age Estimation. IEEE Trans. Pattern Analysis and Machine Intelligence , 43(2): 404-419, 2021. (PDF)

Wei Shen, Yilu Guo, Yan Wang, Kai Zhao, Bo Wang, Alan Yuille.  Deep Regression Forests for Age Estimation. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Salt Lake City, USA, 2018.  (PDF)

Wei Shen, Rui Lei, Dan Zeng, Zhijiang Zhang.  Regularity guaranteed human pose correction.  Asian Conference on Computer Vision (ACCV), Singapore, 2014.  (PDF)

Wei Shen, Ke Deng, Xiang Bai, Tommer Leyvand, Baining Guo, Zhuowen Tu. Exemplar-based human action pose correction. IEEE Trans. Cybernetics, 2013. (PDF)

Wei Shen, Ke Deng, Xiang Bai, Tommer Leyvand, Baining Guo, Zhuowen Tu. Exemplar-based human action pose correction and tagging. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Providence, USA, 2012.  (PDF)

Wei Shen, Chenting Du, Yuan Jiang, Dan Zeng, Zhijiang Zhang.  Bag of Shape Features with A Learned Pooling Function for Shape Recognition.  Pattern Recognition Letters, 106(15): 33–40, 2018.  (PDF)

Wei Shen, Wenjing Gao, Yuan Jiang, Dan Zeng, Zhijiang Zhang.  Shape Recognition by Bag of Contour Fragments with A Learned Pooling Function.  IEEE International Conference on Image Processing (ICIP), Beijing, China, 2017 [Oral].  (PDF)

Wei Shen, Yuan Jiang, Wenjing Gao, Dan Zeng, Xinggang Wang.  Shape Recognition by Bag of Skeleton-associated Contour Parts. Pattern Recognition Letters, 83: 321-329, 2016.  (PDF)

Wei Shen, Yan Wang, Xiang Bai, Hongyuan Wang, Longin Jan Latecki. Shape clustering: Common structure discovery. Pattern Recognition, 46(2): 539-550, 2013. (PDF)

Wei Shen, Xiang Bai, Rong Hu, Hongyuan Wang, Longin Jan Latecki.  Skeleton growing and pruning with bending potential ratio.  Pattern Recognition, 44(2): 196-209 (2011). (PDF)