DiffuSAM synthesizes SAM2-compatible mask embeddings via a diffusion prior conditioned on prior slices to enable accurate prompt-free medical image segmentation under SF-UDA and few-shot settings.
arXiv preprint arXiv:2407.07042 (2024)
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
fields
cs.CV 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
RPG-SAM improves one-shot polyp segmentation by weighting high-fidelity support features and dynamically adjusting thresholds via morphological consensus, yielding 5.56% mIoU gain on Kvasir.
citing papers explorer
-
DiffuSAM: Diffusion-Based Prompt-Free SAM2 for Few-Shot and Source-Free Medical Image Segmentation
DiffuSAM synthesizes SAM2-compatible mask embeddings via a diffusion prior conditioned on prior slices to enable accurate prompt-free medical image segmentation under SF-UDA and few-shot settings.
-
RPG-SAM: Reliability-Weighted Prototypes and Geometric Adaptive Threshold Selection for Training-Free One-Shot Polyp Segmentation
RPG-SAM improves one-shot polyp segmentation by weighting high-fidelity support features and dynamically adjusting thresholds via morphological consensus, yielding 5.56% mIoU gain on Kvasir.