LightMIS: Ultra-Lightweight Medical Image Segmentation Without a Stage-Wise Decoder
LightMIS segments medical images with 0.131M parameters and near Mobile U-ViT Dice while cutting compute sharply.
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Product
nnU-Net
- Mentions · 7d0
- Mentions · 30d0
- All mentions2
- First seenSep 13, 2026
- Last mentionedSep 23, 2026
Timeline
2 articles · newest firstAssessing nnU-Net Generalization across Brain Tumor Populations in BraTS-GoAT 2026
A 3D nnU-Net trained on 1,351 BraTS-GoAT 2026 cases shows mean Dice dropping 0.0747 from out-of-fold to pooled validation, exposing generalization gaps.
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Appears with
- LightMISai model · 1
- Mobile U-ViTai model · 1
- BraTS-GoATorganization · 1
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