Medical Image Segmentation on Automatic Cardiac Diagnosis Challenge (ACDC)

Metric: Avg DSC (higher is better)

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#	Model↕	Avg DSC▼	Extra Data	Paper	Date↕	Code
1	FCT	94.26	No	Adaptive t-vMF Dice Loss for Multi-class Medical...	2022-07-16	Code
2	Interactive AI-SAM gt box	93.89	Yes	AI-SAM: Automatic and Interactive Segment Anythi...	2023-12-05	Code
3	FCT	93.02	No	The Fully Convolutional Transformer for Medical ...	2022-06-01	Code
4	LHU-Net	92.65	No	LHU-Net: A Light Hybrid U-Net for Cost-Efficient...	2024-04-07	Code
5	MIST	92.56	No	MIST: Medical Image Segmentation Transformer wit...	2023-10-30	Code
6	MERIT	92.32	No	Multi-scale Hierarchical Vision Transformer with...	2023-03-29	Code
7	MERIT-GCASCADE	92.23	No	G-CASCADE: Efficient Cascaded Graph Convolutiona...	2023-10-24	Code
8	EMCAD	92.12	No	EMCAD: Efficient Multi-scale Convolutional Atten...	2024-05-11	Code
9	nnFormer	92.06	No	nnFormer: Interleaved Transformer for Volumetric...	2021-09-07	Code
10	Automatic AI-SAM	92.06	Yes	AI-SAM: Automatic and Interactive Segment Anythi...	2023-12-05	Code
11	PVT-GCASCADE	91.95	No	G-CASCADE: Efficient Cascaded Graph Convolutiona...	2023-10-24	Code
12	TransCASCADE	91.63	No	-	-	Code
13	PVT-CASCADE	91.46	No	-	-	Code
14	SegFormer3D	90.96	No	SegFormer3D: an Efficient Transformer for 3D Med...	2024-04-15	Code
15	TransUNet	90.4	No	S2S2: Semantic Stacking for Robust Semantic Segm...	2024-12-17	Code
16	SwinUnet	90	No	Swin-Unet: Unet-like Pure Transformer for Medica...	2021-05-12	Code
17	TransUNet	89.71	No	TransUNet: Transformers Make Strong Encoders for...	2021-02-08	Code
18	MISSFormer	87.9	No	MISSFormer: An Effective Medical Image Segmentat...	2021-09-15	Code
19	R50-ViT-CUP	87.57	No	TransUNet: Transformers Make Strong Encoders for...	2021-02-08	Code
20	R50-AttnUNet	86.75	No	TransUNet: Transformers Make Strong Encoders for...	2021-02-08	Code