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Contrastive Principal Component Learning: Modeling Similarity by Augmentation Overlap


Jun 01, 2022
Lu Han, Han-Jia Ye, De-Chuan Zhan


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A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning


May 26, 2022
Da-Wei Zhou, Qi-Wei Wang, Han-Jia Ye, De-Chuan Zhan


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Generalized Knowledge Distillation via Relationship Matching


May 04, 2022
Han-Jia Ye, Su Lu, De-Chuan Zhan

* This manuscript has been accepted by TPAMI 

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Faculty Distillation with Optimal Transport


Apr 25, 2022
Su Lu, Han-Jia Ye, De-Chuan Zhan


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FOSTER: Feature Boosting and Compression for Class-Incremental Learning


Apr 10, 2022
Fu-Yun Wang, Da-Wei Zhou, Han-Jia Ye, De-Chuan Zhan


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Identifying Ambiguous Similarity Conditions via Semantic Matching


Apr 08, 2022
Han-Jia Ye, Yi Shi, De-Chuan Zhan

* CVPR2022 

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Few-Shot Class-Incremental Learning by Sampling Multi-Phase Tasks


Mar 31, 2022
Da-Wei Zhou, Han-Jia Ye, De-Chuan Zhan


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Forward Compatible Few-Shot Class-Incremental Learning


Mar 14, 2022
Da-Wei Zhou, Fu-Yun Wang, Han-Jia Ye, Liang Ma, Shiliang Pu, De-Chuan Zhan

* Accepted to CVPR 2022. Code is available at: https://github.com/zhoudw-zdw/CVPR22-Fact 

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PyCIL: A Python Toolbox for Class-Incremental Learning


Dec 23, 2021
Da-Wei Zhou, Fu-Yun Wang, Han-Jia Ye, De-Chuan Zhan

* Technical report. Code is available at https://github.com/G-U-N/PyCIL 

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Co-Transport for Class-Incremental Learning


Jul 27, 2021
Da-Wei Zhou, Han-Jia Ye, De-Chuan Zhan

* Accepted to ACM Multimedia 2021 

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