Medical Image Segmentation on MICCAI 2015 Multi-Atlas Abdomen Labeling Challenge

Metric: Avg DSC (higher is better)

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#	Model↕	Avg DSC▼	Extra Data	Paper	Date↕	Code
1	MERIT	84.9	No	Multi-scale Hierarchical Vision Transformer with...	2023-03-29	Code
2	MERIT-GCASCADE	84.54	No	G-CASCADE: Efficient Cascaded Graph Convolutiona...	2023-10-24	Code
3	RWKV-UNet	84.02	No	RWKV-UNet: Improving UNet with Long-Range Cooper...	2025-01-14	Code
4	EMCAD	83.63	No	EMCAD: Efficient Multi-scale Convolutional Atten...	2024-05-11	Code
5	PVT-GCASCADE	83.28	No	G-CASCADE: Efficient Cascaded Graph Convolutiona...	2023-10-24	Code
6	TransCASCADE	82.68	No	-	-	Code
7	3D Att-UNet-MTL-TSOL	82	No	Improved Abdominal Multi-Organ Segmentation via ...	2022-10-09	Code
8	PVT-CASCADE	81.06	No	-	-	Code

#1MERITSOTA
84.9
Avg DSC· 2023-03-29
Multi-scale Hierarchical Vision Transformer with Cascaded Attention Decoding for Medical Image Segmentation Code
#2MERIT-GCASCADE
84.54
Avg DSC· 2023-10-24
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation Code
#3RWKV-UNet
84.02
Avg DSC· 2025-01-14
RWKV-UNet: Improving UNet with Long-Range Cooperation for Effective Medical Image Segmentation Code
#4EMCAD
83.63
Avg DSC· 2024-05-11
EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation Code
#5PVT-GCASCADE
83.28
Avg DSC· 2023-10-24
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation Code
#6TransCASCADE
82.68
Avg DSC
No paperCode
#73D Att-UNet-MTL-TSOLSOTA
82
Avg DSC· 2022-10-09
Improved Abdominal Multi-Organ Segmentation via 3D Boundary-Constrained Deep Neural Networks Code
#8PVT-CASCADE
81.06
Avg DSC
No paperCode