Medical Image Segmentation on 2018 Data Science Bowl

Metric: Dice (higher is better)

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#	Model↕	Dice▼	Extra Data	Paper	Date↕	Code
1	ReN-UNet	92.79	No	Rethinking the Nested U-Net Approach: Enhancing ...	2025-04-08	Code
2	EMCAD	0.9274	No	EMCAD: Efficient Multi-scale Convolutional Atten...	2024-05-11	Code
3	DuAT	0.926	No	DuAT: Dual-Aggregation Transformer Network for M...	2022-12-21	Code
4	SSFormer-L	0.923	No	Stepwise Feature Fusion: Local Guides Global	2022-03-07	Code
5	Trans2Unet	0.9225	No	Trans2Unet: Neural fusion for Nuclei Semantic Se...	2024-07-24	-
6	MSRF-Net	0.9224	No	MSRF-Net: A Multi-Scale Residual Fusion Network ...	2021-05-16	Code
7	FANet	0.9176	No	FANet: A Feedback Attention Network for Improved...	2021-03-31	Code
8	DoubleUNet	0.9133	No	DoubleU-Net: A Deep Convolutional Neural Network...	2020-06-08	Code
9	Unet++	0.8974	No	UNet++: A Nested U-Net Architecture for Medical ...	2018-07-18	Code

#1ReN-UNetSOTA
92.79
Dice· 2025-04-08
Rethinking the Nested U-Net Approach: Enhancing Biomarker Segmentation with Attention Mechanisms and Multiscale Feature Fusion Code
#2EMCADSOTA
0.9274
Dice· 2024-05-11
EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation Code
#3DuATSOTA
0.926
Dice· 2022-12-21
DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation Code
#4SSFormer-LSOTA
0.923
Dice· 2022-03-07
Stepwise Feature Fusion: Local Guides Global Code
#5Trans2Unet
0.9225
Dice· 2024-07-24
Trans2Unet: Neural fusion for Nuclei Semantic Segmentation
#6MSRF-NetSOTA
0.9224
Dice· 2021-05-16
MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image Segmentation Code
#7FANetSOTA
0.9176
Dice· 2021-03-31
FANet: A Feedback Attention Network for Improved Biomedical Image Segmentation Code
#8DoubleUNetSOTA
0.9133
Dice· 2020-06-08
DoubleU-Net: A Deep Convolutional Neural Network for Medical Image Segmentation Code
#9Unet++SOTA
0.8974
Dice· 2018-07-18
UNet++: A Nested U-Net Architecture for Medical Image Segmentation Code