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CVC-ClinicDB

Medical Image Segmentation Benchmark

Performance Over Time

📊 Showing 40 results | 📏 Metric: mean Dice

Top Performing Models

Rank Model Paper mean Dice Date Code
1 EMCAD EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation 0.95 2024-05-11 📦 sldgroup/emcad
2 FCBFormer S2S2: Semantic Stacking for Robust Semantic Segmentation in Medical Imaging 0.95 2024-12-17 📦 ymp5078/semantic-stacking
3 MSRF-Net MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image Segmentation 0.94 2021-05-16 📦 NoviceMAn-prog/MSRF-Net
4 HarDNet-DFUS HarDNet-DFUS: An Enhanced Harmonically-Connected Network for Diabetic Foot Ulcer Image Segmentation and Colonoscopy Polyp Segmentation 0.94 2022-09-15 📦 yuwenlo/hardnet-dfus 📦 kytimmylai/dfuc2022
5 FANet FANet: A Feedback Attention Network for Improved Biomedical Image Segmentation 0.94 2021-03-31 📦 nikhilroxtomar/fanet
6 DUCK-Net Adaptive t-vMF Dice Loss for Multi-class Medical Image Segmentation 0.93 2022-07-16 📦 usagisukisuki/adaptive_t-vmf_dice_loss
7 TransFuse-L TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation 0.93 2021-02-16 📦 Rayicer/TransFuse
8 HarDNet-MSEG HarDNet-MSEG: A Simple Encoder-Decoder Polyp Segmentation Neural Network that Achieves over 0.9 Mean Dice and 86 FPS 0.93 2021-01-18 📦 james128333/HarDNet-MSEG 📦 lanPN85/HarDNet-MSEG 📦 2023-MindSpore-4/Code10 📦 sahadevpoudel/hardnet-mseg
9 UACANet-L UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation 0.93 2021-07-06 📦 plemeri/UACANet
10 DoubleUNet DoubleU-Net: A Deep Convolutional Neural Network for Medical Image Segmentation 0.92 2020-06-08 📦 DebeshJha/2020-CBMS-DoubleU-Net 📦 mehul-k5/Double-Unet 📦 Janetteeeeeeee/double_unet 📦 harsh-jadhav/SIIM-Pneumothorax-Case-Study2

All Papers (40)