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Levit-unet: Make faster encoders with transformer for med- ical image segmentation.ArXiv, abs/2107.08623, 2021

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cs.CV 1

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2026 1

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UNVERDICTED 1

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Does Your ViT Still Need U-Net for Segmentation?

cs.CV · 2026-06-30 · unverdicted · novelty 6.0

EoSeg shows that modern ViT backbones support accurate medical image segmentation without U-Net-style decoders via multi-level query modeling and learnable block fusion, with strong results on seven benchmarks.

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  • Does Your ViT Still Need U-Net for Segmentation? cs.CV · 2026-06-30 · unverdicted · none · ref 41

    EoSeg shows that modern ViT backbones support accurate medical image segmentation without U-Net-style decoders via multi-level query modeling and learnable block fusion, with strong results on seven benchmarks.