ML Research Wiki / Benchmarks / Medical Image Segmentation / 2018 Data Science Bowl

2018 Data Science Bowl

Medical Image Segmentation Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: Dice

Top Performing Models

Rank Model Paper Dice Date Code
1 ReN-UNet Rethinking the Nested U-Net Approach: Enhancing Biomarker Segmentation with Attention Mechanisms and Multiscale Feature Fusion 87.22 2025-04-08 📦 saadwazir/ReN-UNet
2 EMCAD EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation 0.93 2024-05-11 📦 sldgroup/emcad
3 Unet++ UNet++: A Nested U-Net Architecture for Medical Image Segmentation 0.93 2018-07-18 📦 qubvel/segmentation_models.pytorch 📦 PaddlePaddle/PaddleSeg 📦 MrGiovanni/Nested-UNet
4 DuAT DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation 0.87 2022-12-21 📦 Barrett-python/DuAT
5 SSFormer-L Stepwise Feature Fusion: Local Guides Global 0.86 2022-03-07 📦 Qiming-Huang/ssformer
6 Trans2Unet Trans2Unet: Neural fusion for Nuclei Semantic Segmentation 0.86 2024-07-24 -
7 FANet FANet: A Feedback Attention Network for Improved Biomedical Image Segmentation 0.86 2021-03-31 📦 nikhilroxtomar/fanet
8 MSRF-Net MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image Segmentation 0.85 2021-05-16 📦 NoviceMAn-prog/MSRF-Net
9 DCSAU-Net DCSAU-Net: A Deeper and More Compact Split-Attention U-Net for Medical Image Segmentation 0.85 2022-02-02 📦 xq141839/DCSAU-Net
10 DoubleUNet DoubleU-Net: A Deep Convolutional Neural Network for Medical Image Segmentation 0.84 2020-06-08 📦 DebeshJha/2020-CBMS-DoubleU-Net 📦 mehul-k5/Double-Unet 📦 Janetteeeeeeee/double_unet 📦 harsh-jadhav/SIIM-Pneumothorax-Case-Study2

All Papers (10)

saadwazir/ReN-UNet
sldgroup/emcad
qubvel/segmentation_models.pytorch PaddlePaddle/PaddleSeg
Barrett-python/DuAT
Qiming-Huang/ssformer
nikhilroxtomar/fanet
NoviceMAn-prog/MSRF-Net
xq141839/DCSAU-Net
DebeshJha/2020-CBMS-DoubleU-Net mehul-k5/Double-Unet