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Deep Reinforcement Learning for Unknown Anomaly Detection

Sep 15, 2020
Guansong Pang, Anton van den Hengel, Chunhua Shen, Longbing Cao

* 18 pages, 5 figures, 5 tables 

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Representative Graph Neural Network

Aug 12, 2020
Changqian Yu, Yifan Liu, Changxin Gao, Chunhua Shen, Nong Sang

* European Conference on Computer Vision 2020 
* Accepted to ECCV 2020. Code is available at 

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FATNN: Fast and Accurate Ternary Neural Networks

Aug 12, 2020
Peng Chen, Bohan Zhuang, Chunhua Shen

* 15 pages 

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Pairwise Relation Learning for Semi-supervised Gland Segmentation

Aug 06, 2020
Yutong Xie, Jianpeng Zhang, Zhibin Liao, Chunhua Shen, Johan Verjans, Yong Xia

* Accepted by MICCAI2020 

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AE TextSpotter: Learning Visual and Linguistic Representation for Ambiguous Text Spotting

Aug 05, 2020
Wenhai Wang, Xuebo Liu, Xiaozhong Ji, Enze Xie, Ding Liang, Zhibo Yang, Tong Lu, Chunhua Shen, Ping Luo

* Accepted by ECCV 2020 

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AQD: Towards Accurate Quantized Object Detection

Aug 03, 2020
Jing Liu, Bohan Zhuang, Peng Chen, Mingkui Tan, Chunhua Shen

* Code is available at 

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Improving Generative Adversarial Networks with Local Coordinate Coding

Jul 28, 2020
Jiezhang Cao, Yong Guo, Qingyao Wu, Chunhua Shen, Junzhou Huang, Mingkui Tan

* 20 pages, 5 figures 

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Soft Expert Reward Learning for Vision-and-Language Navigation

Jul 21, 2020
Hu Wang, Qi Wu, Chunhua Shen

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Weighing Counts: Sequential Crowd Counting by Reinforcement Learning

Jul 16, 2020
Liang Liu, Hao Lu, Hongwei Zou, Haipeng Xiong, Zhiguo Cao, Chunhua Shen

* Accepted to Proc. Eur. Conf. Computer Vision (ECCV) 2020 

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Deep Learning for Anomaly Detection: A Review

Jul 08, 2020
Guansong Pang, Chunhua Shen, Longbing Cao, Anton van den Hengel

* Survey paper, 36 pages, 180 references, 2 figures, 3 tables 

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FCOS: A simple and strong anchor-free object detector

Jun 14, 2020
Zhi Tian, Chunhua Shen, Hao Chen, Tong He

* Extended version of "FCOS: Fully Convolutional One-Stage Object Detection". Code is at: arXiv admin note: substantial text overlap with arXiv:1904.01355 

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A Robust Attentional Framework for License Plate Recognition in the Wild

Jun 09, 2020
Linjiang Zhang, Peng Wang, Hui Li, Zhen Li, Chunhua Shen, Yanning Zhang

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Unsupervised Depth Learning in Challenging Indoor Video: Weak Rectification to Rescue

Jun 04, 2020
Jia-Wang Bian, Huangying Zhan, Naiyan Wang, Tat-Jun Chin, Chunhua Shen, Ian Reid

* See codes, data, and demos in GitHub page (

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Scope Head for Accurate Localization in Object Detection

May 12, 2020
Geng Zhan, Dan Xu, Guo Lu, Wei Wu, Chunhua Shen, Wanli Ouyang

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Scene Text Image Super-Resolution in the Wild

May 07, 2020
Wenjia Wang, Enze Xie, Xuebo Liu, Wenhai Wang, Ding Liang, Chunhua Shen, Xiang Bai

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BiSeNet V2: Bilateral Network with Guided Aggregation for Real-time Semantic Segmentation

Apr 05, 2020
Changqian Yu, Changxin Gao, Jingbo Wang, Gang Yu, Chunhua Shen, Nong Sang

* 16 pages, 10 figures, 9 tables. Code is available at 

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Context Prior for Scene Segmentation

Apr 03, 2020
Changqian Yu, Jingbo Wang, Changxin Gao, Gang Yu, Chunhua Shen, Nong Sang

* IEEE Conference on Computer Vision and Pattern Recognition 2020 
* Accepted to CVPR 2020. Code is available at 

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Real-Time High-Performance Semantic Image Segmentation of Urban Street Scenes

Apr 03, 2020
Genshun Dong, Yan Yan, Chunhua Shen, Hanzi Wang

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Segmenting Transparent Objects in the Wild

Mar 31, 2020
Enze Xie, Wenjia Wang, Wenhai Wang, Mingyu Ding, Chunhua Shen, Ping Luo

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COVID-19 Screening on Chest X-ray Images Using Deep Learning based Anomaly Detection

Mar 27, 2020
Jianpeng Zhang, Yutong Xie, Yi Li, Chunhua Shen, Yong Xia

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Mask Encoding for Single Shot Instance Segmentation

Mar 26, 2020
Rufeng Zhang, Zhi Tian, Chunhua Shen, Mingyu You, Youliang Yan

* Accepted to Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR), 2020 

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DeepEMD: Few-Shot Image Classification with Differentiable Earth Mover's Distance and Structured Classifiers

Mar 25, 2020
Chi Zhang, Yujun Cai, Guosheng Lin, Chunhua Shen

* Accepted by CVPR2020 (oral) 

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SOLOv2: Dynamic, Faster and Stronger

Mar 23, 2020
Xinlong Wang, Rufeng Zhang, Tao Kong, Lei Li, Chunhua Shen

* 12 pages 

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Conditional Convolutions for Instance Segmentation

Mar 19, 2020
Zhi Tian, Chunhua Shen, Hao Chen

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Self-trained Deep Ordinal Regression for End-to-End Video Anomaly Detection

Mar 15, 2020
Guansong Pang, Cheng Yan, Chunhua Shen, Anton van den Hengel, Xiao Bai

* Accepted to Proc. IEEE Conf. Computer Vision and Pattern Recognition 2020 

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