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Self-supervised Depth Estimation for Monocular Endoscopy Using Confidence-Rectified Distillation and Semantic Distribution Alignment

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Monocular depth estimation (MDE) is a core capability for 3D reconstruction and intraoperative augmented reality in endoscopy. Recent self-supervised methods improve performance by leveraging reprojection consistency, temporal constraints, and stronger represe... ...