OpenCodePapers

medical-image-segmentation-on-glas

Medical Image Segmentation

Results over time

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Leaderboard

Paper	Code	F1	IoU	Dice	ModelName	ReleaseDate
Hi-gMISnet: generalized medical image segmentation using DWT based multilayer fusion and dual mode attention into high resolution pGAN	✓ Link	93.25		93.25	Hi-gMISnet	2024-05-20
Masked Diffusion as Self-supervised Representation Learner	✓ Link	91.95	85.13	91.95	MDM	2023-08-10
UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer	✓ Link	90.18	82.96	90.18	UCTransNet	2021-09-09
Trans2Unet: Neural fusion for Nuclei Semantic Segmentation		89.84	82.54	89.84	Trans2Unet	2024-07-24
UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer	✓ Link	87.56	79.13	87.56	U-Net++	2021-09-09
UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer	✓ Link	85.45	74.78	85.45	U-Net	2021-09-09
Medical Transformer: Gated Axial-Attention for Medical Image Segmentation	✓ Link	81.02	69.61	81.02	MedT	2021-02-21
Medical Transformer: Gated Axial-Attention for Medical Image Segmentation	✓ Link	79.68	67.69	79.68	LoGo	2021-02-21
Medical Transformer: Gated Axial-Attention for Medical Image Segmentation	✓ Link	76.26	63.03	76.26	U-Net	2021-02-21
HistoSeg : Quick attention with multi-loss function for multi-structure segmentation in digital histology images	✓ Link		76.73		HistoSeg	2022-09-01