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Knowledge Distillation Meets Self-Supervision

Jun 12, 2020
Guodong Xu, Ziwei Liu, Xiaoxiao Li, Chen Change Loy

* Code is available at: https://github.com/xuguodong03/SSKD 

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Adaptive Checkpoint Adjoint Method for Gradient Estimation in Neural ODE

Jun 03, 2020
Juntang Zhuang, Nicha Dvornek, Xiaoxiao Li, Sekhar Tatikonda, Xenophon Papademetris, James Duncan

* ICML2020 

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Visual Perception Model for Rapid and Adaptive Low-light Image Enhancement

May 15, 2020
Xiaoxiao Li, Xiaopeng Guo, Liye Mei, Mingyu Shang, Jie Gao, Maojing Shu, Xiang Wang

* Due to the limitation "The abstract field cannot be longer than 1,920 characters", the abstract here is shorter than that in the PDF file 

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Incremental Learning for End-to-End Automatic Speech Recognition

May 11, 2020
Li Fu, Xiaoxiao Li, Libo Zi

* 5 pages, 2 figures 

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Research on Modeling Units of Transformer Transducer for Mandarin Speech Recognition

Apr 26, 2020
Li Fu, Xiaoxiao Li, Libo Zi

* 5 pages, 3 figures 

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Explain Graph Neural Networks to Understand Weighted Graph Features in Node Classification

Feb 02, 2020
Xiaoxiao Li, Joao Saude

* 9 pages, 8 figures 

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Multi-site fMRI Analysis Using Privacy-preserving Federated Learning and Domain Adaptation: ABIDE Results

Jan 16, 2020
Xiaoxiao Li, Yufeng Gu, Nicha Dvornek, Lawrence Staib, Pamela Ventola, James S. Duncan

* 12 pagers, 11 figures, preprint submitted to Medical Image Analysis 

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Jointly Discriminative and Generative Recurrent Neural Networks for Learning from fMRI

Oct 15, 2019
Nicha C. Dvornek, Xiaoxiao Li, Juntang Zhuang, James S. Duncan

* 10th International Workshop on Machine Learning in Medical Imaging (MLMI 2019) 

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Decision Explanation and Feature Importance for Invertible Networks

Oct 15, 2019
Juntang Zhuang, Nicha C. Dvornek, Xiaoxiao Li, Junlin Yang, James S. Duncan

* ICCVW 2019 
* Correct notations 

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REFUGE Challenge: A Unified Framework for Evaluating Automated Methods for Glaucoma Assessment from Fundus Photographs

Oct 08, 2019
Jos√© Ignacio Orlando, Huazhu Fu, Jo√£o Barbossa Breda, Karel van Keer, Deepti R. Bathula, Andr√©s Diaz-Pinto, Ruogu Fang, Pheng-Ann Heng, Jeyoung Kim, JoonHo Lee, Joonseok Lee, Xiaoxiao Li, Peng Liu, Shuai Lu, Balamurali Murugesan, Valery Naranjo, Sai Samarth R. Phaye, Sharath M. Shankaranarayana, Apoorva Sikka, Jaemin Son, Anton van den Hengel, Shujun Wang, Junyan Wu, Zifeng Wu, Guanghui Xu, Yongli Xu, Pengshuai Yin, Fei Li, Xiulan Zhang, Yanwu Xu, Xiulan Zhang, Hrvoje Bogunovińá

* Accepted for publication in Medical Image Analysis 

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Graph Embedding Using Infomax for ASD Classification and Brain Functional Difference Detection

Aug 14, 2019
Xiaoxiao Li, Nicha C. Dvornek, Juntang Zhuang, Pamela Ventola, James Duncan


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Invertible Network for Classification and Biomarker Selection for ASD

Jul 23, 2019
Juntang Zhuang, Nicha C. Dvornek, Xiaoxiao Li, Pamela Ventola, James S. Duncan


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Graph Neural Network for Interpreting Task-fMRI Biomarkers

Jul 12, 2019
Xiaoxiao Li, Nicha C. Dvornek, Yuan Zhou, Juntang Zhuang, Pamela Ventola, James S. Duncan

* Medical Image Computing and Computer-Assisted Intervention 2019 

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MMDetection: Open MMLab Detection Toolbox and Benchmark

Jun 17, 2019
Kai Chen, Jiaqi Wang, Jiangmiao Pang, Yuhang Cao, Yu Xiong, Xiaoxiao Li, Shuyang Sun, Wansen Feng, Ziwei Liu, Jiarui Xu, Zheng Zhang, Dazhi Cheng, Chenchen Zhu, Tianheng Cheng, Qijie Zhao, Buyu Li, Xin Lu, Rui Zhu, Yue Wu, Jifeng Dai, Jingdong Wang, Jianping Shi, Wanli Ouyang, Chen Change Loy, Dahua Lin

* Technical report of MMDetection. 11 pages 

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Deep Flow-Guided Video Inpainting

May 08, 2019
Rui Xu, Xiaoxiao Li, Bolei Zhou, Chen Change Loy

* cvpr'19 

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Hybrid Task Cascade for Instance Segmentation

Jan 22, 2019
Kai Chen, Jiangmiao Pang, Jiaqi Wang, Yu Xiong, Xiaoxiao Li, Shuyang Sun, Wansen Feng, Ziwei Liu, Jianping Shi, Wanli Ouyang, Chen Change Loy, Dahua Lin

* Technical report. Winning entry of COCO 2018 Challenge (object detection task) 

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Efficient Interpretation of Deep Learning Models Using Graph Structure and Cooperative Game Theory: Application to ASD Biomarker Discovery

Dec 14, 2018
Xiaoxiao Li, Nicha C. Dvornek, Yuan Zhou, Juntang Zhuang, Pamela Ventola, James S. Duncan

* 13 pages, 7 figures, under review 

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Repetitive Motion Estimation Network: Recover cardiac and respiratory signal from thoracic imaging

Nov 08, 2018
Xiaoxiao Li, Vivek Singh, Yifan Wu, Klaus Kirchberg, James Duncan, Ankur Kapoor

* Accepted by NIPS workshop MED-NIPS 2018 

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What evidence does deep learning model use to classify Skin Lesions?

Nov 02, 2018
Junyan Wu, Xiaoxiao Li, Eric Z. Chen, Hongda Jiang, Xu Dong, Ruichen Rong

* 4 pages, submitted to ISBI 2019 

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Brain Biomarker Interpretation in ASD Using Deep Learning and fMRI

Aug 23, 2018
Xiaoxiao Li, Nicha C. Dvornek, Juntang Zhuang, Pamela Ventola, James S. Duncan

* 8 pagers, accepted by MICCAI 2018 

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Video Object Segmentation with Joint Re-identification and Attention-Aware Mask Propagation

Mar 14, 2018
Xiaoxiao Li, Chen Change Loy


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Deep Learning Markov Random Field for Semantic Segmentation

Aug 08, 2017
Ziwei Liu, Xiaoxiao Li, Ping Luo, Chen Change Loy, Xiaoou Tang

* To appear in IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2017. Extended version of our previous ICCV 2015 paper (arXiv:1509.02634) 

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Video Object Segmentation with Re-identification

Aug 01, 2017
Xiaoxiao Li, Yuankai Qi, Zhe Wang, Kai Chen, Ziwei Liu, Jianping Shi, Ping Luo, Xiaoou Tang, Chen Change Loy

* Published in CVPR 2017 Workshop, DAVIS Challenge on Video Object Segmentation 2017 (Winning Entry) 

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Not All Pixels Are Equal: Difficulty-aware Semantic Segmentation via Deep Layer Cascade

Apr 05, 2017
Xiaoxiao Li, Ziwei Liu, Ping Luo, Chen Change Loy, Xiaoou Tang

* To appear in CVPR 2017 as a spotlight paper 

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Semantic Image Segmentation via Deep Parsing Network

Sep 24, 2015
Ziwei Liu, Xiaoxiao Li, Ping Luo, Chen Change Loy, Xiaoou Tang

* To appear in International Conference on Computer Vision (ICCV) 2015 

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