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of 46
pro vyhledávání: '"Tang, Yu-Ming"'
Few-shot class-incremental learning (FSCIL) aims to learn sequential classes with limited samples in a few-shot fashion. Inherited from the classical class-incremental learning setting, the popular benchmark of FSCIL uses averaged accuracy (aAcc) and
Externí odkaz:
http://arxiv.org/abs/2407.07468
Autor:
Lin, Kun-Yu, Ding, Henghui, Zhou, Jiaming, Tang, Yu-Ming, Peng, Yi-Xing, Zhao, Zhilin, Loy, Chen Change, Zheng, Wei-Shi
Building upon the impressive success of CLIP (Contrastive Language-Image Pretraining), recent pioneer works have proposed to adapt the powerful CLIP to video data, leading to efficient and effective video learners for open-vocabulary action recogniti
Externí odkaz:
http://arxiv.org/abs/2403.01560
Incremental learning aims to overcome catastrophic forgetting when learning deep networks from sequential tasks. With impressive learning efficiency and performance, prompt-based methods adopt a fixed backbone to sequential tasks by learning task-spe
Externí odkaz:
http://arxiv.org/abs/2308.10445
Autor:
Jiao, Jiayu, Tang, Yu-Ming, Lin, Kun-Yu, Gao, Yipeng, Ma, Jinhua, Wang, Yaowei, Zheng, Wei-Shi
Publikováno v:
IEEE Transaction on Multimedia, 2023
As a de facto solution, the vanilla Vision Transformers (ViTs) are encouraged to model long-range dependencies between arbitrary image patches while the global attended receptive field leads to quadratic computational cost. Another branch of Vision T
Externí odkaz:
http://arxiv.org/abs/2302.01791
Deep neural network (DNN) suffers from catastrophic forgetting when learning incrementally, which greatly limits its applications. Although maintaining a handful of samples (called `exemplars`) of each task could alleviate forgetting to some extent,
Externí odkaz:
http://arxiv.org/abs/2204.08932
Publikováno v:
In International Journal of Food Microbiology 2 March 2024 413
Akademický článek
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Publikováno v:
IEEE Transactions on Circuits and Systems for Video Technology; 2024, Vol. 34 Issue: 6 p4516-4527, 12p
Akademický článek
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Publikováno v:
In Transactions of Nonferrous Metals Society of China January 2012 22(1):97-103