Online Surgical Phase Recognition with Cross-Enhancement Causal Transformer

    公开(公告)号:US20240144679A1

    公开(公告)日:2024-05-02

    申请号:US18496741

    申请日:2023-10-27

    Inventor: Bokai Zhang

    CPC classification number: G06V20/41 G06V10/82 G06V20/46 G06V20/49 G06V2201/03

    Abstract: A Cross-Enhancement Causal Transformer or simply a Cross-Enhancement Transformer (C-ECT) is described as a modification of previous transformer architectures that is suitable for online surgical phase recognition. Additionally, a Cross-Attention Feature Fusion (CAFF) is described that better integrates the global and location information in the C-ECT. This can achieve better performance on the Cholec80 dataset than the current state-of-the-art methods in accuracy and precision, recall, and in the Jaccard score. Other aspects are also described and claimed.

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