Medical Image Segmentation on MoNuSeg

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Rank	Model	F1	IoU	AHD95	ASD	mIoU	Paper	Code	Year
1	Stardist	84.6	–	–	–	–	Cell Detection with Star-convex Polygons	stardist/stardist · uhlmanngroup/splinedist · hthierno/pytorch-stardist	2018
2	ReN-UNet	84.12	73.06	2.2422	0.1583	–	Rethinking the Nested U-Net Approach: Enhancing Biomarker Segmentation with Attention Mechanisms and Multiscale Feature Fusion	saadwazir/ReN-UNet	2025
3	Hi-gMISnet	82.50	–	–	–	–	Hi-gMISnet: generalized medical image segmentation using DWT based multilayer fusion and dual mode attention into high resolution pGAN	tushartalukder/HigMISnet	2024
4	LViT-L	81.01	68.2	–	–	–	LViT: Language meets Vision Transformer in Medical Image Segmentation	huanglizi/lvit	2022
4	MDM	81.01	–	–	–	–	Masked Diffusion as Self-supervised Representation Learner	zx-pan/mdm	2023
6	LViT-LW	80.66	67.71	–	–	–	LViT: Language meets Vision Transformer in Medical Image Segmentation	huanglizi/lvit	2022
7	UCTransNet	79.87	66.68	–	–	–	LViT: Language meets Vision Transformer in Medical Image Segmentation	huanglizi/lvit	2022
8	LoGo	79.56	66.17	–	–	–	Medical Transformer: Gated Axial-Attention for Medical Image Segmentation	jeya-maria-jose/Medical-Transformer · dani-capellan/ptb_lungregionextractor	2021
9	MedT	79.55	66.17	–	–	–	Medical Transformer: Gated Axial-Attention for Medical Image Segmentation	jeya-maria-jose/Medical-Transformer · dani-capellan/ptb_lungregionextractor	2021
10	GTUNet	79.26	65.94	–	–	–	LViT: Language meets Vision Transformer in Medical Image Segmentation	huanglizi/lvit	2022
11	UNet++	77.01	63.04	–	–	–	LViT: Language meets Vision Transformer in Medical Image Segmentation	huanglizi/lvit	2022
12	U-Net	76.83	62.49	–	–	–	Medical Transformer: Gated Axial-Attention for Medical Image Segmentation	jeya-maria-jose/Medical-Transformer · dani-capellan/ptb_lungregionextractor	2021
13	HistoSeg	–	71.06	–	–	–	HistoSeg : Quick attention with multi-loss function for multi-structure segmentation in digital histology images	saadwazir/HistoSeg	2022
14	DoubleUnet-DCA	–	65.97	–	–	–	Dual Cross-Attention for Medical Image Segmentation	gorkemcanates/dual-cross-attention	2023
15	MCADS-Decoder	–	–	–	–	74.04	Rethinking Decoder Design: Improving Biomarker Segmentation Using Depth-to-Space Restoration and Residual Linear Attention	saadwazir/mcads-decoder	2025