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Entity Linking Meets Deep Learning: Techniques and Solutions


Sep 26, 2021
Wei Shen, Yuhan Li, Yinan Liu, Jiawei Han, Jianyong Wang, Xiaojie Yuan

* To appear in IEEE TKDE 

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Inductive Matrix Completion Using Graph Autoencoder


Aug 25, 2021
Wei Shen, Chuheng Zhang, Yun Tian, Liang Zeng, Xiaonan He, Wanchun Dou, Xiaolong Xu


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An Efficient Group-based Search Engine Marketing System for E-Commerce


Jul 17, 2021
Cheng Jie, Da Xu, Zigeng Wang, Lu Wang, Wei Shen


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Bidding via Clustering Ads Intentions: an Efficient Search Engine Marketing System for E-commerce


Jun 25, 2021
Cheng Jie, Da Xu, Zigeng Wang, Lu Wang, Wei Shen


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The Medical Segmentation Decathlon


Jun 10, 2021
Michela Antonelli, Annika Reinke, Spyridon Bakas, Keyvan Farahani, AnnetteKopp-Schneider, Bennett A. Landman, Geert Litjens, Bjoern Menze, Olaf Ronneberger, Ronald M. Summers, Bram van Ginneken, Michel Bilello, Patrick Bilic, Patrick F. Christ, Richard K. G. Do, Marc J. Gollub, Stephan H. Heckers, Henkjan Huisman, William R. Jarnagin, Maureen K. McHugo, Sandy Napel, Jennifer S. Goli Pernicka, Kawal Rhode, Catalina Tobon-Gomez, Eugene Vorontsov, Henkjan Huisman, James A. Meakin, Sebastien Ourselin, Manuel Wiesenfarth, Pablo Arbelaez, Byeonguk Bae, Sihong Chen, Laura Daza, Jianjiang Feng, Baochun He, Fabian Isensee, Yuanfeng Ji, Fucang Jia, Namkug Kim, Ildoo Kim, Dorit Merhof, Akshay Pai, Beomhee Park, Mathias Perslev, Ramin Rezaiifar, Oliver Rippel, Ignacio Sarasua, Wei Shen, Jaemin Son, Christian Wachinger, Liansheng Wang, Yan Wang, Yingda Xia, Daguang Xu, Zhanwei Xu, Yefeng Zheng, Amber L. Simpson, Lena Maier-Hein, M. Jorge Cardoso


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Making CNNs Interpretable by Building Dynamic Sequential Decision Forests with Top-down Hierarchy Learning


Jun 05, 2021
Yilin Wang, Shaozuo Yu, Xiaokang Yang, Wei Shen


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Glance-and-Gaze Vision Transformer


Jun 04, 2021
Qihang Yu, Yingda Xia, Yutong Bai, Yongyi Lu, Alan Yuille, Wei Shen

* codes and models will be made available at https://github.com/yucornetto/GG-Transformer 

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Learning Inductive Attention Guidance for Partially Supervised Pancreatic Ductal Adenocarcinoma Prediction


May 31, 2021
Yan Wang, Peng Tang, Yuyin Zhou, Wei Shen, Elliot K. Fishman, Alan L. Yuille


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SpecTr: Spectral Transformer for Hyperspectral Pathology Image Segmentation


Mar 05, 2021
Boxiang Yun, Yan Wang, Jieneng Chen, Huiyu Wang, Wei Shen, Qingli Li


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Batch Normalization with Enhanced Linear Transformation


Nov 28, 2020
Yuhui Xu, Lingxi Xie, Cihang Xie, Jieru Mei, Siyuan Qiao, Wei Shen, Hongkai Xiong, Alan Yuille

* 12 pages. The code is available at https://github.com/yuhuixu1993/BNET 

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Volumetric Medical Image Segmentation: A 3D Deep Coarse-to-fine Framework and Its Adversarial Examples


Oct 29, 2020
Yingwei Li, Zhuotun Zhu, Yuyin Zhou, Yingda Xia, Wei Shen, Elliot K. Fishman, Alan L. Yuille

* arXiv admin note: substantial text overlap with arXiv:1712.00201 

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AutoADR: Automatic Model Design for Ad Relevance


Oct 14, 2020
Yiren Chen, Yaming Yang, Hong Sun, Yujing Wang, Yu Xu, Wei Shen, Rong Zhou, Yunhai Tong, Jing Bai, Ruofei Zhang

* CIKM 2020 

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Shape-Texture Debiased Neural Network Training


Oct 12, 2020
Yingwei Li, Qihang Yu, Mingxing Tan, Jieru Mei, Peng Tang, Wei Shen, Alan Yuille, Cihang Xie

* The code is available here: https://github.com/LiYingwei/ShapeTextureDebiasedTraining 

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CO2: Consistent Contrast for Unsupervised Visual Representation Learning


Oct 05, 2020
Chen Wei, Huiyu Wang, Wei Shen, Alan Yuille


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Auxiliary-task Based Deep Reinforcement Learning for Participant Selection Problem in Mobile Crowdsourcing


Aug 26, 2020
Wei Shen, Xiaonan He, Chuheng Zhang, Qiang Ni, Wanchun Dou, Yan Wang

* Accepted by CIKM 2020 

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Towards Unsupervised Learning for Instrument Segmentation in Robotic Surgery with Cycle-Consistent Adversarial Networks


Jul 09, 2020
Daniil Pakhomov, Wei Shen, Nassir Navab

* IROS 2020 

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Domain Adaptive Relational Reasoning for 3D Multi-Organ Segmentation


May 18, 2020
Shuhao Fu, Yongyi Lu, Yan Wang, Yuyin Zhou, Wei Shen, Elliot Fishman, Alan Yuille


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Segmentation for Classification of Screening Pancreatic Neuroendocrine Tumors


Apr 04, 2020
Zhuotun Zhu, Yongyi Lu, Wei Shen, Elliot K. Fishman, Alan L. Yuille


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Detecting Pancreatic Adenocarcinoma in Multi-phase CT Scans via Alignment Ensemble


Apr 03, 2020
Yingda Xia, Qihang Yu, Wei Shen, Yuyin Zhou, Elliot K. Fishman, Alan L. Yuille

* The first two authors contributed equally to this work 

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Synthesize then Compare: Detecting Failures and Anomalies for Semantic Segmentation


Mar 18, 2020
Yingda Xia, Yi Zhang, Fengze Liu, Wei Shen, Alan Yuille

* The first two authors contributed equally to this work 

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Deep Distance Transform for Tubular Structure Segmentation in CT Scans


Dec 06, 2019
Yan Wang, Xu Wei, Fengze Liu, Jieneng Chen, Yuyin Zhou, Wei Shen, Elliot K. Fishman, Alan L. Yuille


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Shape-aware Feature Extraction for Instance Segmentation


Nov 25, 2019
Hao Ding, Siyuan Qiao, Wei Shen, Alan Yuille


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Rethinking Normalization and Elimination Singularity in Neural Networks


Nov 21, 2019
Siyuan Qiao, Huiyu Wang, Chenxi Liu, Wei Shen, Alan Yuille


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TDAPNet: Prototype Network with Recurrent Top-Down Attention for Robust Object Classification under Partial Occlusion


Sep 09, 2019
Mingqing Xiao, Adam Kortylewski, Ruihai Wu, Siyuan Qiao, Wei Shen, Alan Yuille


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Deep Differentiable Random Forests for Age Estimation


Aug 22, 2019
Wei Shen, Yilu Guo, Yan Wang, Kai Zhao, Bo Wang, Alan Yuille

* Accepted by TPAMI. arXiv admin note: substantial text overlap with arXiv:1712.07195 

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Learning to Find Correlated Features by Maximizing Information Flow in Convolutional Neural Networks


Jun 30, 2019
Wei Shen, Fei Li, Rujie Liu


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Stability and Optimization Error of Stochastic Gradient Descent for Pairwise Learning


Apr 26, 2019
Wei Shen, Zhenhuan Yang, Yiming Ying, Xiaoming Yuan

* 35 pages 

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