ML Research Wiki / Benchmarks / Medical Image Segmentation / GlaS

GlaS

Medical Image Segmentation Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: F1

Top Performing Models

Rank	Model	Paper	F1	Date	Code
1	MDM	Masked Diffusion as Self-supervised Representation Learner	91.95	2023-08-10	📦 zx-pan/mdm
2	UCTransNet	UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer	90.18	2021-09-09	📦 lucidrains/imagen-pytorch 📦 mcgregorwwww/uctransnet 📦 2023-MindSpore-1/ms-code-6
3	Trans2Unet	Trans2Unet: Neural fusion for Nuclei Semantic Segmentation	89.84	2024-07-24	-
4	U-Net++	UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer	87.56	2021-09-09	📦 lucidrains/imagen-pytorch 📦 mcgregorwwww/uctransnet 📦 2023-MindSpore-1/ms-code-6
5	U-Net	UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer	85.45	2021-09-09	📦 lucidrains/imagen-pytorch 📦 mcgregorwwww/uctransnet 📦 2023-MindSpore-1/ms-code-6
6	MedT	Medical Transformer: Gated Axial-Attention for Medical Image Segmentation	81.02	2021-02-21	📦 jeya-maria-jose/Medical-Transformer 📦 dani-capellan/ptb_lungregionextractor
7	LoGo	Medical Transformer: Gated Axial-Attention for Medical Image Segmentation	79.68	2021-02-21	📦 jeya-maria-jose/Medical-Transformer 📦 dani-capellan/ptb_lungregionextractor
8	HistoSeg	HistoSeg : Quick attention with multi-loss function for multi-structure segmentation in digital histology images	76.73	2022-09-01	📦 saadwazir/HistoSeg
9	U-Net	Medical Transformer: Gated Axial-Attention for Medical Image Segmentation	76.26	2021-02-21	📦 jeya-maria-jose/Medical-Transformer 📦 dani-capellan/ptb_lungregionextractor

All Papers (9)

Masked Diffusion as Self-supervised Representation Learner

2023

MDM

zx-pan/mdm

UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer

2021

UCTransNet

lucidrains/imagen-pytorch mcgregorwwww/uctransnet 2023-MindSpore-1/ms-code-6

Trans2Unet: Neural fusion for Nuclei Semantic Segmentation

2024

Trans2Unet

UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer

2021

U-Net++

lucidrains/imagen-pytorch mcgregorwwww/uctransnet 2023-MindSpore-1/ms-code-6

UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer

2021

U-Net

lucidrains/imagen-pytorch mcgregorwwww/uctransnet 2023-MindSpore-1/ms-code-6

Medical Transformer: Gated Axial-Attention for Medical Image Segmentation

2021

MedT

jeya-maria-jose/Medical-Transformer dani-capellan/ptb_lungregionextractor

Medical Transformer: Gated Axial-Attention for Medical Image Segmentation

2021

LoGo

jeya-maria-jose/Medical-Transformer dani-capellan/ptb_lungregionextractor

HistoSeg : Quick attention with multi-loss function for multi-structure segmentation in digital histology images

2022

HistoSeg

saadwazir/HistoSeg

Medical Transformer: Gated Axial-Attention for Medical Image Segmentation

2021

U-Net

jeya-maria-jose/Medical-Transformer dani-capellan/ptb_lungregionextractor

GlaS

Performance Over Time

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Top Performing Models

All Papers (9)

Masked Diffusion as Self-supervised Representation Learner

UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer

Trans2Unet: Neural fusion for Nuclei Semantic Segmentation

UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer

UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer

Medical Transformer: Gated Axial-Attention for Medical Image Segmentation

Medical Transformer: Gated Axial-Attention for Medical Image Segmentation

HistoSeg : Quick attention with multi-loss function for multi-structure segmentation in digital histology images

Medical Transformer: Gated Axial-Attention for Medical Image Segmentation

Model	Paper	F1	Date
MDM	Masked Diffusion as Self-supervised Representatio…	91.95	2023-08-10
UCTransNet	UCTransNet: Rethinking the Skip Connections in U-…	90.18	2021-09-09
Trans2Unet	Trans2Unet: Neural fusion for Nuclei Semantic Seg…	89.84	2024-07-24
U-Net++	UCTransNet: Rethinking the Skip Connections in U-…	87.56	2021-09-09
U-Net	UCTransNet: Rethinking the Skip Connections in U-…	85.45	2021-09-09
MedT	Medical Transformer: Gated Axial-Attention for Me…	81.02	2021-02-21
LoGo	Medical Transformer: Gated Axial-Attention for Me…	79.68	2021-02-21
HistoSeg	HistoSeg : Quick attention with multi-loss functi…	76.73	2022-09-01
U-Net	Medical Transformer: Gated Axial-Attention for Me…	76.26	2021-02-21