A diffusion-based generative model with training-time masking and clinical logic constraints achieves state-of-the-art surgical phase recognition on ESD videos and a small gain on cholecystectomy videos.
The nerve cells in gastrointestinal cancers: from molecular mechanisms to clinical intervention.Oncogene, 43(2):77–91, 2024
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CPKD: Clinical Prior Knowledge-Constrained Diffusion Models for Surgical Phase Recognition in Endoscopic Submucosal Dissection
A diffusion-based generative model with training-time masking and clinical logic constraints achieves state-of-the-art surgical phase recognition on ESD videos and a small gain on cholecystectomy videos.