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GAMMA Challenge:Glaucoma grAding from Multi-Modality imAges



Junde Wu , Huihui Fang , Fei Li , Huazhu Fu , Fengbin Lin , Jiongcheng Li , Lexing Huang , Qinji Yu , Sifan Song , Xingxing Xu , Yanyu Xu , Wensai Wang , Lingxiao Wang , Shuai Lu , Huiqi Li , Shihua Huang , Zhichao Lu , Chubin Ou , Xifei Wei , Bingyuan Liu , Riadh Kobbi , Xiaoying Tang , Li Lin , Qiang Zhou , Qiang Hu , Hrvoje Bogunovic , José Ignacio Orlando , Xiulan Zhang , Yanwu Xu


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The Devil is in the Margin: Margin-based Label Smoothing for Network Calibration



Bingyuan Liu , Ismail Ben Ayed , Adrian Galdran , Jose Dolz

* 13 pages 

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Robust High-Dimensional Regression with Coefficient Thresholding and its Application to Imaging Data Analysis



Bingyuan Liu , Qi Zhang , Lingzhou Xue , Peter X. K. Song , Jian Kang

* 38 pages 

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Mixed-supervised segmentation: Confidence maximization helps knowledge distillation



Bingyuan Liu , Christian Desrosiers , Ismail Ben Ayed , Jose Dolz

* This article is a journal extension of our paper in IPMI 2021 arXiv:2012.08051 . Currently under review at Medical Image Analysis. Code available at https://github.com/josedolz/MSL-student-becomes-master 

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The hidden label-marginal biases of segmentation losses



Bingyuan Liu , Jose Dolz , Adrian Galdran , Riadh Kobbi , Ismail Ben Ayed

* Code available at https://github.com/by-liu/SegLossBias 

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Improving Neural Network Robustness through Neighborhood Preserving Layers



Bingyuan Liu , Christopher Malon , Lingzhou Xue , Erik Kruus

* An earlier short version of this paper without proof is presented in 25th International Conference on Pattern Recognition(ICPR), Manifold Learning from Euclid to Riemann workshop 

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A Manifold Proximal Linear Method for Sparse Spectral Clustering with Application to Single-Cell RNA Sequencing Data Analysis



Zhongruo Wang , Bingyuan Liu , Shixiang Chen , Shiqian Ma , Lingzhou Xue , Hongyu Zhao


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Furnishing Your Room by What You See: An End-to-End Furniture Set Retrieval Framework with Rich Annotated Benchmark Dataset



Bingyuan Liu , Jiantao Zhang , Xiaoting Zhang , Wei Zhang , Chuanhui Yu , Yuan Zhou

* 12pages 

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