Wave-ViT: Unifying wavelet and transformers for visual representation learning

Multi-scale Vision Transformer (ViT) has emerged as a powerful backbone for computer vision tasks, while the self-attention computation in Transformer scales quadratically w.r.t. the input patch number. Thus, existing solutions commonly employ down-sampling operations (e.g., average pooling) over ke...

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Bibliographic Details
Main Authors: YAO, Ting, PAN, Yingwei, LI, Yehao, NGO, Chong-wah, MEI, Tao
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2022
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Online Access:https://ink.library.smu.edu.sg/sis_research/7508
https://ink.library.smu.edu.sg/context/sis_research/article/8511/viewcontent/2207.04978.pdf
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Institution: Singapore Management University
Language: English

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