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CS2-Net: Deep Learning Segmentation of Curvilinear Structures in Medical Imaging

Oct 19, 2020
Lei Mou, Yitian Zhao, Huazhu Fu, Yonghuai Liu, Jun Cheng, Yalin Zheng, Pan Su, Jianlong Yang, Li Chen, Alejandro F Frang, Masahiro Akiba, Jiang Liu


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A Self-Supervised Gait Encoding Approach with Locality-Awareness for 3D Skeleton Based Person Re-Identification

Sep 05, 2020
Haocong Rao, Siqi Wang, Xiping Hu, Mingkui Tan, Yi Guo, Jun Cheng, Bin Hu, Xinwang Liu

* Codes are available at https://github.com/Kali-Hac/Locality-Awareness-SGE. This article is an extended version of our conference (IJCAI-2020) paper at https://www.ijcai.org/proceedings/2020/0125. arXiv admin note: substantial text overlap with arXiv:2008.09435 

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Self-Supervised Gait Encoding with Locality-Aware Attention for Person Re-Identification

Aug 21, 2020
Haocong Rao, Siqi Wang, Xiping Hu, Mingkui Tan, Huang Da, Jun Cheng, Bin Hu

* In IJCAI, pages 898-905, 2020 
* Accepted at IJCAI 2020 Main Track. Sole copyright holder is IJCAI. Codes are available at https://github.com/Kali-Hac/SGE-LA 

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Augmented Skeleton Based Contrastive Action Learning with Momentum LSTM for Unsupervised Action Recognition

Aug 18, 2020
Haocong Rao, Shihao Xu, Xiping Hu, Jun Cheng, Bin Hu

* Our codes are available at https://github.com/Mikexu007/AS-CAL 

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Encoding Structure-Texture Relation with P-Net for Anomaly Detection in Retinal Images

Aug 09, 2020
Kang Zhou, Yuting Xiao, Jianlong Yang, Jun Cheng, Wen Liu, Weixin Luo, Zaiwang Gu, Jiang Liu, Shenghua Gao


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Unsupervised Deformable Medical Image Registration via Pyramidal Residual Deformation Fields Estimation

Apr 16, 2020
Yujia Zhou, Shumao Pang, Jun Cheng, Yuhang Sun, Yi Wu, Lei Zhao, Yaqin Liu, Zhentai Lu, Wei Yang, Qianjin Feng


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Emotion Recognition From Gait Analyses: Current Research and Future Directions

Mar 13, 2020
Shihao Xu, Jing Fang, Xiping Hu, Edith Ngai, Yi Guo, Victor C. M. Leung, Jun Cheng, Bin Hu

* Submitted to a journal on 06-Aug-2019 

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Sparse-GAN: Sparsity-constrained Generative Adversarial Network for Anomaly Detection in Retinal OCT Image

Jan 07, 2020
Kang Zhou, Shenghua Gao, Jun Cheng, Zaiwang Gu, Huazhu Fu, Zhi Tu, Jianlong Yang, Yitian Zhao, Jiang Liu

* Accepted to ISBI 2020 

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BioNet: Infusing Biomarker Prior into Global-to-Local Network for Choroid Segmentation in Optical Coherence Tomography Images

Dec 11, 2019
Huihong Zhang, Jianlong Yang, Kang Zhou, Zhenjie Chai, Jun Cheng, Shenghua Gao, Jiang Liu

* This paper has been cast for ISBI 2020 

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Dense Dilated Network with Probability Regularized Walk for Vessel Detection

Oct 26, 2019
Lei Mou, Li Chen, Jun Cheng, Zaiwang Gu, Yitian Zhao, Jiang Liu


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The Channel Attention based Context Encoder Network for Inner Limiting Membrane Detection

Aug 09, 2019
Hao Qiu, Zaiwang Gu, Lei Mou, Xiaoqian Mao, Liyang Fang, Yitian Zhao, Jiang Liu, Jun Cheng

* This paper has been accepted by the miccai workshop (OMIA-6) 

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SkrGAN: Sketching-rendering Unconditional Generative Adversarial Networks for Medical Image Synthesis

Aug 06, 2019
Tianyang Zhang, Huazhu Fu, Yitian Zhao, Jun Cheng, Mengjie Guo, Zaiwang Gu, Bing Yang, Yuting Xiao, Shenghua Gao, Jiang Liu

* Accepted to MICCAI 2019 

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CE-Net: Context Encoder Network for 2D Medical Image Segmentation

Mar 07, 2019
Zaiwang Gu, Jun Cheng, Huazhu Fu, Kang Zhou, Huaying Hao, Yitian Zhao, Tianyang Zhang, Shenghua Gao, Jiang Liu

* accepted by IEEE transcations on medical imaging, (TMI) 

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Multi-Cell Multi-Task Convolutional Neural Networks for Diabetic Retinopathy Grading

Oct 11, 2018
Kang Zhou, Zaiwang Gu, Wen Liu, Weixin Luo, Jun Cheng, Shenghua Gao, Jiang Liu

* Accepted by EMBC 2018 

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Towards Query Efficient Black-box Attacks: An Input-free Perspective

Sep 09, 2018
Yali Du, Meng Fang, Jinfeng Yi, Jun Cheng, Dacheng Tao

* Accepted by 11th ACM Workshop on Artificial Intelligence and Security (AISec) with the 25th ACM Conference on Computer and Communications Security (CCS) 

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Sparse Range-constrained Learning and Its Application for Medical Image Grading

Jul 11, 2018
Jun Cheng

* Accepted for publication in IEEE Transactions on Medical Imaging 

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Structure-preserving Guided Retinal Image Filtering and Its Application for Optic Disc Analysis

May 22, 2018
Jun Cheng, Zhengguo Li, Zaiwang Gu, Huazhu Fu, Damon Wing Kee Wong, Jiang Liu

* IEEE Transactions on Medical Imaging ( Volume: 37 , Issue: 11 , Pages 2536 - 2546, Nov. 2018 ) 
* Accepted for publication on IEEE Trans. on Medical Imaging 

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Disc-aware Ensemble Network for Glaucoma Screening from Fundus Image

May 19, 2018
Huazhu Fu, Jun Cheng, Yanwu Xu, Changqing Zhang, Damon Wing Kee Wong, Jiang Liu, Xiaochun Cao

* Project homepage: https://hzfu.github.io/proj_glaucoma_fundus.html , and Accepted by IEEE Transactions on Medical Imaging 

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Anchor-based Nearest Class Mean Loss for Convolutional Neural Networks

Apr 22, 2018
Fusheng Hao, Jun Cheng, Lei Wang, Xinchao Wang, Jianzhong Cao, Xiping Hu, Dapeng Tao


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Learning Scene-specific Object Detectors Based on a Generative-Discriminative Model with Minimal Supervision

Mar 13, 2018
Dapeng Luo, Zhipeng Zeng, Nong Sang, Xiang Wu, Longsheng Wei, Quanzheng Mou, Jun Cheng, Chen Luo


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Joint Optic Disc and Cup Segmentation Based on Multi-label Deep Network and Polar Transformation

Jan 11, 2018
Huazhu Fu, Jun Cheng, Yanwu Xu, Damon Wing Kee Wong, Jiang Liu, Xiaochun Cao

* Project homepage: http://hzfu.github.io/proj_glaucoma_fundus.html , and Accepted by IEEE Transactions on Medical Imaging 

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Multiview Cauchy Estimator Feature Embedding for Depth and Inertial Sensor-Based Human Action Recognition

Sep 04, 2016
Yanan Guo, Lei Li, Weifeng Liu, Jun Cheng, Dapeng Tao

* This paper has been withdrawn by the author due to a crucial error 

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Multiview Hessian Discriminative Sparse Coding for Image Annotation

Jul 15, 2013
Weifeng Liu, Dacheng Tao, Jun Cheng, Yuanyan Tang

* Computer vision and image understanding,118(2014) 50-60 
* 35 pages 

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