UltraSeg-130K delivers Dice scores above 0.8 on seven polyp datasets at over 30 FPS on a single CPU core using 0.13M parameters, outperforming other sub-0.3M models and approaching larger networks on external tests.
A whole-slide foundation model for digital pathology from real-world data.Nature, 630(8015):181–188,
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Enabling Real-Time Colonoscopic Polyp Segmentation on Commodity CPUs via Ultra-Lightweight Architecture
UltraSeg-130K delivers Dice scores above 0.8 on seven polyp datasets at over 30 FPS on a single CPU core using 0.13M parameters, outperforming other sub-0.3M models and approaching larger networks on external tests.