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Towards Efficient Scene Understanding via Squeeze Reasoning

Nov 06, 2020
Xiangtai Li, Xia Li, Ansheng You, Li Zhang, Guangliang Cheng, Kuiyuan Yang, Yunhai Tong, Zhouchen Lin


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ISTA-NAS: Efficient and Consistent Neural Architecture Search by Sparse Coding

Oct 13, 2020
Yibo Yang, Hongyang Li, Shan You, Fei Wang, Chen Qian, Zhouchen Lin

* NeurIPS 2020 

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Variance Reduced EXTRA and DIGing and Their Optimal Acceleration for Strongly Convex Decentralized Optimization

Oct 10, 2020
Huan Li, Zhouchen Lin, Yongchun Fang


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Optimal Accelerated Variance Reduced EXTRA and DIGing for Strongly Convex and Smooth Decentralized Optimization

Sep 09, 2020
Huan Li, Zhouchen Lin, Yongchun Fang


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Improving Semantic Segmentation via Decoupled Body and Edge Supervision

Aug 18, 2020
Xiangtai Li, Xia Li, Li Zhang, Guangliang Cheng, Jianping Shi, Zhouchen Lin, Shaohua Tan, Yunhai Tong

* accepted by ECCV 2020 

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PDO-eConvs: Partial Differential Operator Based Equivariant Convolutions

Aug 11, 2020
Zhengyang Shen, Lingshen He, Zhouchen Lin, Jinwen Ma

* Accepted by ICML2020 

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Maximum-and-Concatenation Networks

Jul 09, 2020
Xingyu Xie, Hao Kong, Jianlong Wu, Wayne Zhang, Guangcan Liu, Zhouchen Lin

* Accepted by ICML2020 

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Classify and Generate Reciprocally: Simultaneous Positive-Unlabelled Learning and Conditional Generation with Extra Data

Jun 14, 2020
Bing Yu, Ke Sun, He Wang, Zhouchen Lin, Zhanxing Zhu


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Invertible Image Rescaling

May 12, 2020
Mingqing Xiao, Shuxin Zheng, Chang Liu, Yaolong Wang, Di He, Guolin Ke, Jiang Bian, Zhouchen Lin, Tie-Yan Liu


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Spatial Pyramid Based Graph Reasoning for Semantic Segmentation

Mar 23, 2020
Xia Li, Yibo Yang, Qijie Zhao, Tiancheng Shen, Zhouchen Lin, Hong Liu

* CVPR 2020 

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Revisiting EXTRA for Smooth Distributed Optimization

Feb 24, 2020
Huan Li, Zhouchen Lin


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Histogram Transform Ensembles for Large-scale Regression

Dec 08, 2019
Hanyuan Hang, Zhouchen Lin, Xiaoyu Liu, Hongwei Wen

* arXiv admin note: text overlap with arXiv:1911.11581 

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Tensor Q-Rank: A New Data Dependent Tensor Rank

Nov 26, 2019
Hao Kong, Zhouchen Lin


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Dynamical System Inspired Adaptive Time Stepping Controller for Residual Network Families

Nov 23, 2019
Yibo Yang, Jianlong Wu, Hongyang Li, Xia Li, Tiancheng Shen, Zhouchen Lin

* AAAI-20 

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Patch-level Neighborhood Interpolation: A General and Effective Graph-based Regularization Strategy

Nov 21, 2019
Ke Sun, Bing Yu, Zhouchen Lin, Zhanxing Zhu


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SOGNet: Scene Overlap Graph Network for Panoptic Segmentation

Nov 18, 2019
Yibo Yang, Hongyang Li, Xia Li, Qijie Zhao, Jianlong Wu, Zhouchen Lin

* To appear in AAAI 2020. Our method also won the Innovation Award in COCO 2019 challenge 

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Expectation-Maximization Attention Networks for Semantic Segmentation

Aug 16, 2019
Xia Li, Zhisheng Zhong, Jianlong Wu, Yibo Yang, Zhouchen Lin, Hong Liu

* In Proceedings of International Conference in Computer Vision (ICCV), 2019. Oral 

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AdaGCN: Adaboosting Graph Convolutional Networks into Deep Models

Aug 14, 2019
Ke Sun, Zhouchen Lin, Zhanxing Zhu


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ADA-Tucker: Compressing Deep Neural Networks via Adaptive Dimension Adjustment Tucker Decomposition

Jun 18, 2019
Zhisheng Zhong, Fangyin Wei, Zhouchen Lin, Chao Zhang

* Elsevier, Neural Networks, Volume 110, Feb. 2019, Pages 104-115 
* 25 pages, 12 figures 

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Differentiable Linearized ADMM

May 15, 2019
Xingyu Xie, Jianlong Wu, Zhisheng Zhong, Guangcan Liu, Zhouchen Lin

* Accepted by ICML2019 

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Self-Supervised Convolutional Subspace Clustering Network

May 01, 2019
Junjian Zhang, Chun-Guang Li, Chong You, Xianbiao Qi, Honggang Zhang, Jun Guo, Zhouchen Lin

* 10 pages, 2 figures, and 5 tables. This paper has been accepted by CVPR2019 

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Deep Comprehensive Correlation Mining for Image Clustering

Apr 16, 2019
Jianlong Wu, Keyu Long, Fei Wang, Chen Qian, Cheng Li, Zhouchen Lin, Hongbin Zha


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Virtual Adversarial Training on Graph Convolutional Networks in Node Classification

Feb 28, 2019
Ke Sun, Hantao Guo, Zhanxing Zhu, Zhouchen Lin


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Multi-Stage Self-Supervised Learning for Graph Convolutional Networks

Feb 28, 2019
Ke Sun, Zhanxing Zhu, Zhouchen Lin


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Enhancing the Robustness of Deep Neural Networks by Boundary Conditional GAN

Feb 28, 2019
Ke Sun, Zhanxing Zhu, Zhouchen Lin


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