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Transcending XAI Algorithm Boundaries through End-User-Inspired Design


Aug 18, 2022
Weina Jin, Jianyu Fan, Diane Gromala, Philippe Pasquier, Xiaoxiao Li, Ghassan Hamarneh

* Appendix, Supplemental, Data and Code Appendix, and Design Support are at: https://github.com/weinajin/Transcending-XAI-Algorithm-Boundaries 

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Federated Adversarial Learning: A Framework with Convergence Analysis


Aug 07, 2022
Xiaoxiao Li, Zhao Song, Jiaming Yang


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Exploring Resolution and Degradation Clues as Self-supervised Signal for Low Quality Object Detection


Aug 05, 2022
Ziteng Cui, Yingying Zhu, Lin Gu, Guo-Jun Qi, Xiaoxiao Li, Renrui Zhang, Zenghui Zhang, Tatsuya Harada

* Accepted by ECCV 2022. arXiv admin note: substantial text overlap with arXiv:2201.02314 

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Class Impression for Data-free Incremental Learning


Jul 04, 2022
Sana Ayromlou, Purang Abolmaesumi, Teresa Tsang, Xiaoxiao Li

* To be appeared in MICCAI 2022 

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Backdoor Attack is A Devil in Federated GAN-based Medical Image Synthesis


Jul 02, 2022
Ruinan Jin, Xiaoxiao Li

* 13 pages, 4 figures 

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Interpretable Graph Neural Networks for Connectome-Based Brain Disorder Analysis


Jun 30, 2022
Hejie Cui, Wei Dai, Yanqiao Zhu, Xiaoxiao Li, Lifang He, Carl Yang

* Formal version accepted to MICCAI 2022; previously presented at ICML 2021 Workshop on Interpretable Machine Learning in Healthcare (no proceedings) 

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Dynamic Bank Learning for Semi-supervised Federated Image Diagnosis with Class Imbalance


Jun 27, 2022
Meirui Jiang, Hongzheng Yang, Xiaoxiao Li, Quande Liu, Pheng-Ann Heng, Qi Dou

* Early accepted by 25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI'22) 

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Hypernetwork-based Personalized Federated Learning for Multi-Institutional CT Imaging


Jun 09, 2022
Ziyuan Yang, Wenjun Xia, Zexin Lu, Yingyu Chen, Xiaoxiao Li, Yi Zhang


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MISSU: 3D Medical Image Segmentation via Self-distilling TransUNet


Jun 02, 2022
Nan Wang, Shaohui Lin, Xiaoxiao Li, Ke Li, Yunhang Shen, Yue Gao, Lizhuang Ma


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Federated Learning from Only Unlabeled Data with Class-Conditional-Sharing Clients


Apr 07, 2022
Nan Lu, Zhao Wang, Xiaoxiao Li, Gang Niu, Qi Dou, Masashi Sugiyama

* ICLR 2022 camera-ready version 

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