Repository History
2 repositories tagged with Medical Imaging
MonoPCC: Photometric-invariant Cycle Constraint for Monocular Depth Estimation
MonoPCC is a PyTorch implementation for monocular depth estimation, specifically designed for endoscopic images using a photometric-invariant cycle constraint. This self-supervised learning approach aims to improve depth prediction accuracy in challenging medical imaging scenarios. It demonstrates state-of-the-art performance on datasets like SCARED and KITTI, and offers a plug-and-play design for integration into various backbone networks.
PPS-Ctrl: Controllable Sim-to-Real Translation for Colonoscopy Depth Estimation
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.