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    Chapter and Conference Paper

    Improving Few-shot Learning by Spatially-aware Matching and CrossTransformer

    Current few-shot learning models capture visual object relations in the so-called meta-learning setting under a fixed-resolution input. However, such models have a limited generalization ability under the scal...

    Hongguang Zhang, Philip H. S. Torr, Piotr Koniusz in Computer Vision – ACCV 2022 (2023)

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    Chapter and Conference Paper

    Fine-Grained Video Deblurring with Event Camera

    Despite CNN-based deblurring models have shown their superiority on solving motion blurs, how to restore photorealistic images from severe motion blurs remains an ill-posed problem due to the loss of temporal ...

    Limeng Zhang, Hongguang Zhang, Chenyang Zhu, Shasha Guo, Jihua Chen in MultiMedia Modeling (2021)