OpenCodePapers

medical-image-segmentation-on-monuseg

Medical Image Segmentation
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PaperCodeF1IoUAHD95ASDmIoUModelNameReleaseDate
Cell Detection with Star-convex Polygons✓ Link84.6Stardist2018-06-09
Rethinking the Nested U-Net Approach: Enhancing Biomarker Segmentation with Attention Mechanisms and Multiscale Feature Fusion✓ Link84.1273.062.24220.1583ReN-UNet2025-04-08
Hi-gMISnet: generalized medical image segmentation using DWT based multilayer fusion and dual mode attention into high resolution pGAN✓ Link82.50Hi-gMISnet2024-05-20
LViT: Language meets Vision Transformer in Medical Image Segmentation✓ Link81.0168.2LViT-L2022-06-29
Masked Diffusion as Self-supervised Representation Learner✓ Link81.01MDM2023-08-10
LViT: Language meets Vision Transformer in Medical Image Segmentation✓ Link80.6667.71LViT-LW2022-06-29
LViT: Language meets Vision Transformer in Medical Image Segmentation✓ Link79.8766.68UCTransNet2022-06-29
Medical Transformer: Gated Axial-Attention for Medical Image Segmentation✓ Link79.5666.17LoGo2021-02-21
Medical Transformer: Gated Axial-Attention for Medical Image Segmentation✓ Link79.5566.17MedT2021-02-21
LViT: Language meets Vision Transformer in Medical Image Segmentation✓ Link79.2665.94GTUNet2022-06-29
LViT: Language meets Vision Transformer in Medical Image Segmentation✓ Link77.0163.04UNet++2022-06-29
Medical Transformer: Gated Axial-Attention for Medical Image Segmentation✓ Link76.8362.49U-Net2021-02-21
HistoSeg : Quick attention with multi-loss function for multi-structure segmentation in digital histology images✓ Link71.06HistoSeg2022-09-01
Dual Cross-Attention for Medical Image Segmentation✓ Link65.97DoubleUnet-DCA2023-03-30
Rethinking Decoder Design: Improving Biomarker Segmentation Using Depth-to-Space Restoration and Residual Linear Attention✓ Link74.04MCADS-Decoder2025-06-23
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