Medical Image Segmentation on Synapse multi-organ CT

Metric: Avg DSC (higher is better)

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#	Model↕	Avg DSC▼	Extra Data	Paper	Date↕	Code
1	Interactive AI-SAM gt box	90.66	Yes	AI-SAM: Automatic and Interactive Segment Anythi...	2023-12-05	Code
2	Medical SAM Adapter	89.8	No	Medical SAM Adapter: Adapting Segment Anything M...	2023-04-25	Code
3	MedSegDiff-v2	89.5	No	MedSegDiff-V2: Diffusion based Medical Image Seg...	2023-01-19	Code
4	nnUNet	88.8	No	nnU-Net: Self-adapting Framework for U-Net-Based...	2018-09-27	Code
5	MedNeXt-L (5x5x5)	88.76	No	MedNeXt: Transformer-driven Scaling of ConvNets ...	2023-03-17	Code
6	MIST	86.92	No	MIST: Medical Image Segmentation Transformer wit...	2023-10-30	Code
7	nnFormer	86.57	Yes	nnFormer: Interleaved Transformer for Volumetric...	2021-09-07	Code
8	AgileFormer	86.11	No	AgileFormer: Spatially Agile Transformer UNet fo...	2024-03-29	Code
9	MERIT	84.9	No	Multi-scale Hierarchical Vision Transformer with...	2023-03-29	Code
10	Automatic AI-SAM	84.21	Yes	AI-SAM: Automatic and Interactive Segment Anythi...	2023-12-05	Code
11	ParaTransCNN	83.86	Yes	ParaTransCNN: Parallelized TransCNN Encoder for ...	2024-01-27	Code
12	EMCAD	83.63	No	EMCAD: Efficient Multi-scale Convolutional Atten...	2024-05-11	Code
13	PAG-TransYnet	83.43	No	Rethinking Attention Gated with Hybrid Dual Pyra...	2024-04-28	Code
14	SegFormer3D	82.15	No	SegFormer3D: an Efficient Transformer for 3D Med...	2024-04-15	Code
15	MISSFormer	81.96	Yes	MISSFormer: An Effective Medical Image Segmentat...	2021-09-15	Code
16	TransUNet	81.19	No	S2S2: Semantic Stacking for Robust Semantic Segm...	2024-12-17	Code
17	SelfReg-UNet: SwinUNet	80.54	No	SelfReg-UNet: Self-Regularized UNet for Medical ...	2024-06-21	Code
18	SelfReg-UNet: Vanilla UNet	80.34	No	SelfReg-UNet: Self-Regularized UNet for Medical ...	2024-06-21	Code
19	FCB Former	80.26	No	Adaptive t-vMF Dice Loss for Multi-class Medical...	2022-07-16	Code
20	SETR	79.6	Yes	Rethinking Semantic Segmentation from a Sequence...	2020-12-31	Code
21	SwinUnet	79.13	Yes	Swin-Unet: Unet-like Pure Transformer for Medica...	2021-05-12	Code
22	UCTransNet	78.99	Yes	UCTransNet: Rethinking the Skip Connections in U...	2021-09-09	Code
23	TransUNet	77.48	Yes	TransUNet: Transformers Make Strong Encoders for...	2021-02-08	Code