Medical Image Segmentation on GlaS

Metric: IoU (higher is better)

LeaderboardDataset

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#	Model↕	IoU▼	Extra Data	Paper	Date↕	Code
1	MDM	85.13	No	Masked Diffusion as Self-supervised Representati...	2023-08-10	Code
2	UCTransNet	82.96	No	UCTransNet: Rethinking the Skip Connections in U...	2021-09-09	Code
3	Trans2Unet	82.54	No	Trans2Unet: Neural fusion for Nuclei Semantic Se...	2024-07-24	-
4	U-Net++	79.13	No	UCTransNet: Rethinking the Skip Connections in U...	2021-09-09	Code
5	HistoSeg	76.73	No	HistoSeg : Quick attention with multi-loss funct...	2022-09-01	Code
6	U-Net	74.78	No	UCTransNet: Rethinking the Skip Connections in U...	2021-09-09	Code
7	MedT	69.61	No	Medical Transformer: Gated Axial-Attention for M...	2021-02-21	Code
8	LoGo	67.69	No	Medical Transformer: Gated Axial-Attention for M...	2021-02-21	Code
9	U-Net	63.03	No	Medical Transformer: Gated Axial-Attention for M...	2021-02-21	Code

#1MDMSOTA
85.13
IoU· 2023-08-10
Masked Diffusion as Self-supervised Representation Learner Code
#2UCTransNetSOTA
82.96
IoU· 2021-09-09
UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer Code
#3Trans2Unet
82.54
IoU· 2024-07-24
Trans2Unet: Neural fusion for Nuclei Semantic Segmentation
#4U-Net++
79.13
IoU· 2021-09-09
UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer Code
#5HistoSeg
76.73
IoU· 2022-09-01
HistoSeg : Quick attention with multi-loss function for multi-structure segmentation in digital histology images Code
#6U-Net
74.78
IoU· 2021-09-09
UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer Code
#7MedTSOTA
69.61
IoU· 2021-02-21
Medical Transformer: Gated Axial-Attention for Medical Image Segmentation Code
#8LoGo
67.69
IoU· 2021-02-21
Medical Transformer: Gated Axial-Attention for Medical Image Segmentation Code
#9U-Net
63.03
IoU· 2021-02-21
Medical Transformer: Gated Axial-Attention for Medical Image Segmentation Code