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PPS-Ctrl is an innovative image translation framework designed for controllable sim-to-real translation in colonoscopy depth estimation. It leverages Stable Diffusion and ControlNet, guided by a unique Per-Pixel Shading (PPS) map. This approach provides a physics-informed structural prior, enhancing texture realism and structure preservation in medical imaging applications.
