A first-frame-only supervised polyp segmentation method, PSDNet, reaches within roughly 1.6 to 3.1 Dice points of fully supervised performance on SUN-SEG while using one annotated frame per video.
Learn to threshold: Thresholdnet with confidence-guided manifold mixup for polyp segmentation,
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First-frame Supervised Video Polyp Segmentation via Propagative and Semantic Dual-teacher Network
A first-frame-only supervised polyp segmentation method, PSDNet, reaches within roughly 1.6 to 3.1 Dice points of fully supervised performance on SUN-SEG while using one annotated frame per video.