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SotA/Medical/Medical Image Segmentation/Synapse multi-organ CT

Medical Image Segmentation on Synapse multi-organ CT

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#Model↕Avg HD▼Extra DataPaperDate↕Code
1TransUNet31.69YesTransUNet: Transformers Make Strong Encoders for...2021-02-08Code
2UCTransNet30.29YesUCTransNet: Rethinking the Skip Connections in U...2021-09-09Code
3SwinUnet21.55YesSwin-Unet: Unet-like Pure Transformer for Medica...2021-05-12Code
4MISSFormer18.2YesMISSFormer: An Effective Medical Image Segmentat...2021-09-15Code
5ParaTransCNN15.86YesParaTransCNN: Parallelized TransCNN Encoder for ...2024-01-27Code
6PAG-TransYnet15.82NoRethinking Attention Gated with Hybrid Dual Pyra...2024-04-28Code
7EMCAD15.68NoEMCAD: Efficient Multi-scale Convolutional Atten...2024-05-11Code
8MERIT13.22NoMulti-scale Hierarchical Vision Transformer with...2023-03-29Code
9AgileFormer12.88NoAgileFormer: Spatially Agile Transformer UNet fo...2024-03-29Code
10MIST11.07NoMIST: Medical Image Segmentation Transformer wit...2023-10-30Code
11nnUNet10.78NonnU-Net: Self-adapting Framework for U-Net-Based...2018-09-27Code
12nnFormer10.63YesnnFormer: Interleaved Transformer for Volumetric...2021-09-07Code