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.
Cai4cai: the rise of contextual artificial intelligence in computer-assisted interventions.Proceedings of the IEEE, 108(1):198–214, 2019
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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.