Medical Image Segmentation2017en
Automated Cardiac Diagnosis Challenge
150 cardiac MRI cases segmenting right ventricle, myocardium, and left ventricle. MICCAI 2017 challenge.
Current State of the Art
MedNeXt-L
German Cancer Research Center (DKFZ)
92.65
mean-dsc
mean-dsc Progress Over Time
Showing 3 breakthroughs from Feb 2021 to Mar 2023
Key Milestones
Feb 2021
TransUNet
Mean DSC on ACDC cardiac MRI (RV, Myo, LV). Table 2, TransUNet arxiv:2102.04306.
89.1
Mar 2023
MedNeXt-LCurrent SOTA
Mean DSC on ACDC cardiac MRI. Table 3, MedNeXt-L arxiv:2303.09975.
92.7
+2.7%
Total Improvement
4.0%
Time Span
2y 1m
Breakthroughs
3
Current SOTA
92.7
Top Models Performance Comparison
Top 6 models ranked by mean-dsc
Best Score
92.7
Top Model
MedNeXt-L
Models Compared
6
Score Range
3.6
mean-dscPrimary
| # | Model | Score | Paper / Code | Date |
|---|---|---|---|---|
| 1 | MedNeXt-LOpen Source German Cancer Research Center (DKFZ) | 92.65 | Mar 2023 | |
| 2 | nnU-Net v2Open Source German Cancer Research Center (DKFZ) | 91.61 | Mar 2023 | |
| 3 | LightM-UNetOpen Source Liao et al. | 90.49 | Mar 2024 | |
| 4 | U-Mamba (Bot)Open Source Wang et al. (University of Toronto) | 90.32 | Jan 2024 | |
| 5 | nnFormerOpen Source Zhou et al. | 90.22 | Sep 2021 | |
| 6 | TransUNetOpen Source Chen et al. (JHU) | 89.07 | Feb 2021 |
Related Papers5
LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image Segmentation
Mar 2024Models: LightM-UNet
U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentation
Jan 2024Models: U-Mamba (Bot)
MedNeXt: Transformer-driven Scaling of ConvNets for Medical Image Segmentation
Mar 2023Models: MedNeXt-L, nnU-Net v2
nnFormer: Interleaved Transformer for Volumetric Segmentation
Sep 2021Models: nnFormer
TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation
Feb 2021Models: TransUNet