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fields

cs.CV 1

years

2026 1

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UNVERDICTED 1

representative citing papers

Contour Refinement using Discrete Diffusion in Low Data Regime

cs.CV · 2026-02-05 · unverdicted · novelty 7.0

A CNN-based discrete diffusion method refines sparse contours from segmentation masks using simplified denoising steps and minimal post-processing, outperforming baselines on small medical and environmental datasets while running 3.5 times faster.

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  • Contour Refinement using Discrete Diffusion in Low Data Regime cs.CV · 2026-02-05 · unverdicted · none · ref 2

    A CNN-based discrete diffusion method refines sparse contours from segmentation masks using simplified denoising steps and minimal post-processing, outperforming baselines on small medical and environmental datasets while running 3.5 times faster.