ML Research Wiki / Benchmarks / Medical Image Segmentation / ACDC

ACDC

Medical Image Segmentation Benchmark

Performance Over Time

📊 Showing 6 results | 📏 Metric: Dice Score

Top Performing Models

Rank Model Paper Dice Score Date Code
1 FCT The Fully Convolutional Transformer for Medical Image Segmentation 0.93 2022-06-01 📦 thanos-db/fullyconvolutionaltransformer 📦 kingo233/FCT-Pytorch
2 AgileFormer AgileFormer: Spatially Agile Transformer UNet for Medical Image Segmentation 0.93 2024-03-29 📦 sotiraslab/AgileFormer
3 RWKV-UNet RWKV-UNet: Improving UNet with Long-Range Cooperation for Effective Medical Image Segmentation 0.92 2025-01-14 📦 juntaojianggavin/rwkv-unet
4 EMCAD EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation 0.92 2024-05-11 📦 sldgroup/emcad
5 Swin UNet Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation 0.90 2021-05-12 📦 HuCaoFighting/Swin-Unet 📦 yingkaisha/keras-unet-collection 📦 simonustc/mcpa-for-2d-medical-image-segmentation
6 TransUNet TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation 0.90 2021-02-08 📦 PaddlePaddle/PaddleSeg 📦 Beckschen/TransUNet 📦 The-AI-Summer/self-attention-cv

All Papers (6)

thanos-db/fullyconvolutionaltransformer kingo233/FCT-Pytorch
sotiraslab/AgileFormer
juntaojianggavin/rwkv-unet
sldgroup/emcad
HuCaoFighting/Swin-Unet yingkaisha/keras-unet-collection
PaddlePaddle/PaddleSeg Beckschen/TransUNet