DepthPilot: From Controllability to Interpretability in Colonoscopy Video Generation

Controllable medical video generation has achieved remarkable progress, but it still lacks interpretability, which requires the alignment of generated contents with physical priors and faithful clinical manifestations. To push the boundaries from mere controllability to interpretability, we propose DepthPilot, the first interpretable framework for colonoscopy video generation. This work takes a step toward trustworthy generation through two synergistic paradigms. To achieve explicit geometric gr

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ethics.ai (29 April 2026), “DepthPilot: From Controllability to Interpretability in Colonoscopy Video Generation,” evidence record 5235, https://ethics.ai/record/5235 (originally published by arXiv).

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