Medical Image Segmentation on ACDC

Metric: Dice Score (higher is better)

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#	Model↕	Dice Score▼	Extra Data	Paper	Date↕	Code
1	FCT	0.9302	No	The Fully Convolutional Transformer for Medical ...	2022-06-01	Code
2	AgileFormer	0.9255	No	AgileFormer: Spatially Agile Transformer UNet fo...	2024-03-29	Code
3	RWKV-UNet	0.9217	No	RWKV-UNet: Improving UNet with Long-Range Cooper...	2025-01-14	Code
4	EMCAD	0.9212	No	EMCAD: Efficient Multi-scale Convolutional Atten...	2024-05-11	Code
5	Swin UNet	0.9	No	Swin-Unet: Unet-like Pure Transformer for Medica...	2021-05-12	Code
6	TransUNet	0.8971	No	TransUNet: Transformers Make Strong Encoders for...	2021-02-08	Code

#1FCTSOTA
0.9302
Dice Score· 2022-06-01
The Fully Convolutional Transformer for Medical Image Segmentation Code
#2AgileFormer
0.9255
Dice Score· 2024-03-29
AgileFormer: Spatially Agile Transformer UNet for Medical Image Segmentation Code
#3RWKV-UNet
0.9217
Dice Score· 2025-01-14
RWKV-UNet: Improving UNet with Long-Range Cooperation for Effective Medical Image Segmentation Code
#4EMCAD
0.9212
Dice Score· 2024-05-11
EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation Code
#5Swin UNetSOTA
0.9
Dice Score· 2021-05-12
Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation Code
#6TransUNetSOTA
0.8971
Dice Score· 2021-02-08
TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation Code