Medical Image Segmentation on GlaS

Metric: Dice (higher is better)

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#	Model↕	Dice▼	Extra Data	Paper	Date↕	Code
1	Hi-gMISnet	93.25	No	-	-	Code
2	MDM	91.95	No	Masked Diffusion as Self-supervised Representati...	2023-08-10	Code
3	UCTransNet	90.18	No	UCTransNet: Rethinking the Skip Connections in U...	2021-09-09	Code
4	Trans2Unet	89.84	No	Trans2Unet: Neural fusion for Nuclei Semantic Se...	2024-07-24	-
5	U-Net++	87.56	No	UCTransNet: Rethinking the Skip Connections in U...	2021-09-09	Code
6	U-Net	85.45	No	UCTransNet: Rethinking the Skip Connections in U...	2021-09-09	Code
7	MedT	81.02	No	Medical Transformer: Gated Axial-Attention for M...	2021-02-21	Code
8	LoGo	79.68	No	Medical Transformer: Gated Axial-Attention for M...	2021-02-21	Code
9	U-Net	76.26	No	Medical Transformer: Gated Axial-Attention for M...	2021-02-21	Code

#1Hi-gMISnet
93.25
Dice
No paperCode
#2MDMSOTA
91.95
Dice· 2023-08-10
Masked Diffusion as Self-supervised Representation Learner Code
#3UCTransNetSOTA
90.18
Dice· 2021-09-09
UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer Code
#4Trans2Unet
89.84
Dice· 2024-07-24
Trans2Unet: Neural fusion for Nuclei Semantic Segmentation
#5U-Net++
87.56
Dice· 2021-09-09
UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer Code
#6U-Net
85.45
Dice· 2021-09-09
UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer Code
#7MedTSOTA
81.02
Dice· 2021-02-21
Medical Transformer: Gated Axial-Attention for Medical Image Segmentation Code
#8LoGo
79.68
Dice· 2021-02-21
Medical Transformer: Gated Axial-Attention for Medical Image Segmentation Code
#9U-Net
76.26
Dice· 2021-02-21
Medical Transformer: Gated Axial-Attention for Medical Image Segmentation Code