ML Research Wiki / Benchmarks / Medical Image Segmentation / BKAI-IGH NeoPolyp-Small

BKAI-IGH NeoPolyp-Small

Medical Image Segmentation Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: Average Dice

Top Performing Models

Rank Model Paper Average Dice Date Code
1 EMCAD EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation 0.93 2024-05-11 📦 sldgroup/emcad
2 RaBiT RaBiT: An Efficient Transformer using Bidirectional Feature Pyramid Network with Reverse Attention for Colon Polyp Segmentation 0.89 2023-07-12 📦 nguyenhoangthuan99/RaBiT
3 TransResU-Net TransResU-Net: Transformer based ResU-Net for Real-Time Colonoscopy Polyp Segmentation 0.86 2022-06-17 📦 nikhilroxtomar/transresunet
4 TGANet TGANet: Text-guided attention for improved polyp segmentation 0.84 2022-05-09 📦 nikhilroxtomar/tganet
5 NeoUNet NeoUNet: Towards accurate colon polyp segmentation and neoplasm detection 0.81 2021-07-11 -
6 FocalUNet Focal-UNet: UNet-like Focal Modulation for Medical Image Segmentation 0.80 2022-12-19 📦 givkashi/focal-unet
7 BlazeNeo BlazeNeo: Blazing fast polyp segmentation and neoplasm detection 0.79 2022-02-28 📦 syanng/blazeneo
8 ColonSegNet Real-Time Polyp Detection, Localization and Segmentation in Colonoscopy Using Deep Learning 0.69 2020-11-15 📦 DebeshJha/ColonSegNet
9 QTSeg QTSeg: A Query Token-Based Architecture for Efficient 2D Medical Image Segmentation 0.06 2024-12-23 📦 tpnam0901/QTSeg

All Papers (9)

sldgroup/emcad
nguyenhoangthuan99/RaBiT
nikhilroxtomar/transresunet
nikhilroxtomar/tganet
givkashi/focal-unet
syanng/blazeneo
DebeshJha/ColonSegNet
tpnam0901/QTSeg