Selected Publications

You can also find my full publication list on my Google Scholar profile.

Preprints

Yuhui Xu, Lingxi Xie, Cihang Xie, Jieru Mei, Siyuan Qiao, Wei Shen, Hongkai Xiong, Alan Yuille. Batch Normalization with Enhanced Linear Transformation. arXiv: 2011.14150. (PDF)

Siyuan Qiao, Huiyu Wang, Chenxi Liu, Wei Shen, Alan Yuille. Micro-Batch Training with Batch-Channel Normalization and Weight Standardization. arXiv:1903.10520. (PDF)

Conference

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)

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].​

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)

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)

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) (CODE)

​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, 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)

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) (CODE)

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)

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)

​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) (CODE)

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) (CODE)

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) (CODE)

​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) (CODE)

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 Volumetric Medical Image Segmentation. International Conference on 3D Vision (3DV), Verona, Italy, 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, Yilu Guo, Alan Yuille. Label Distribution Learning Forests. Advances in Neural Information Processing Systems (NIPS), Long Beach, USA, 2017. (PDF) (POSTER) (CODE)

Christopher Funk, Seungkyu Lee, Martin R. Oswald, Stavros Tsogkas, Wei Shen, Andrea Cohen, Sven Dickinson, Yanxi Liu. 2017 ICCV Challenge: Detecting Symmetry in the Wild. IEEE International Conference on Computer Vision Workshop (ICCVW), Venice, Italy, 2017. (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) (CODE)

​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) (CODE)

Wei Shen, Wenjing Gao, Yuan Jiang, Dan Zeng, and 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)

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 City, Canada, 2017. (PDF) (CODE) ​

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) (Supplementary Material) (CODE) (PR-curve Data) (SK-SMALL Dataset)

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, 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) (CODE) (Pre-computed Result on BSDS500) (PR-curve Data)

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)

Shifu Zhou, Wei Shen, Dan Zeng, Zhijiang Zhang. Unusual Event Detection in Crowded Scenes by Trajectory Analysis. International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Brisbane, Australia, 2015.

Wei Shen, Rui Lei, Dan Zeng, Zhijiang Zhang. Regularity Guaranteed Human Pose Correction. Asian Conference on Computer Vision (ACCV), Singapore, 2014. (PDF)

Ying Li, Wei Shen, Xun Shi, Zhijiang Zhang. Ensemble of Randomized Linear Discriminant Analysis for Face Recognition with Single Sample Per Person. International Conference Automatic Face and Gesture Recognition (FG), Shanghai, China, 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)

Bo Wang, Wei Shen, Wenyu Liu, Xinge You, Xiang Bai. Shape Classification Using Tree Unions. International Conference on Pattern Recognition (ICPR), Istanbul, Turkey, 2010. (PDF)

Journal

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. on Medical Imaging, 2021. (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) (CODE)

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, 42(1), 176-191, 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, 55: 88-102, 2019. (PDF)

Dan Zeng, Fan Zhao, Shiming Ge, Wei Shen. Fast Cascade Face Detection with Pyramid Network. Pattern Recognition Letters, 119: 180-186, 2019. (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, 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, 26(11): 5298 - 5311, 2017. (PDF) (Project Page) (CODE) (SK-LARGE Dataset)

Dan Zeng​, Ting Zhang, Rui Fang, Wei Shen, Qi Tian. Neighborhood Geometry Based Feature Matching for Geostationary Satellite Remote Sensing Image. Neurocomputing, 236: 65-72, 2017. (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) (PR-curve Data) (WH-SYMMAX dataset)

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) (CODE)

Wei Shen, Ke Deng, Xiang Bai, Tommer Leyvand, Baining Guo, Zhuowen Tu. Exemplar-based Human Action Pose Correction. IEEE Trans. Cybernetics, 44(7): 1053-1066, 2014. (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) (CODE)

Wei Shen, Bo Wang, Yueming Wang, Xiang Bai, Longin Jan Latecki. Face Identification Using Reference-based Features with Message Passing Model. Neurocomputing, 99: 339-346, 2013. (PDF)

Wei Shen, Xiang Bai, Xingwei Yang, Longin Jan Latecki. Skeleton Pruning as Trade-off between Skeleton Simplicity and Reconstruction Error. SCIENCE CHINA Information Sciences, 56(4): 1-14, 2013. (PDF) (CODE)

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) (CODE)

Rong Hu, Wei Shen, Hongyuan Wang. Recursive Spatiotemporal Subspace Learning for Gait Recognition. Neurocomputing, 73(10-12): 1892-1899, 2010.

Book Chapter

Wei Shen, Kai Zhao, Yuan Jiang, Yan Wang, Zhijiang Zhang, Xiang Bai. Skeletonization in Natural Images and Its Application to Object Recognition, in “Skeletonization: Theory, Methods, and Applications”, Punam Saha, Gunilla Borgefors, Gabriella Sanniti di Baja (Ed.), Academic Press, 2017. ISBN: 978-0-081-01291-8.

Yuyin Zhou, Qihang Yu, Yan Wang, Lingxi Xie, Wei Shen, Elliot K.Fishman, Alan Yuille. 2D-Based Coarse-to-Fine Approaches for Small Target Segmentation in Abdominal CT Scans, in “Deep Learning and Convolutional Neural Networks for Medical Imaging and Clinical Informatics”, Le Lu, Xiaosong Wang, Gustavo Carneiro, Lin Yang (Ed.), Springer, 2019.ISBN 978-3-030-13969-8.

Yingwei Li, Zhuotun Zhu, Yuyin Zhou, Yingda Xia, Wei Shen, Elliot K.Fishman, Alan Yuille. Volumetric Medical Image Segmentation: A 3D Deep Coarse-to-Fine Framework and Its Adversarial Examples, ​in “Deep Learning and Convolutional Neural Networks for Medical Imaging and Clinical Informatics”, Le Lu, Xiaosong Wang, Gustavo Carneiro, Lin Yang (Ed.), Springer, 2019.ISBN 978-3-030-13969-8.