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Medical Image Segmentation On Cvc Clinicdb

Metrics

mean Dice

Results

Performance results of various models on this benchmark

Paper Title
DUCK-Net0.9684Adaptive t-vMF Dice Loss for Multi-class Medical Image Segmentation
RAPUNet0.961MetaFormer and CNN Hybrid Model for Polyp Image Segmentation
EMCAD0.9521EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation
Yolo-SAM 20.951Self-Prompting Polyp Segmentation in Colonoscopy using Hybrid Yolo-SAM 2 Model
RaBiT0.951RaBiT: An Efficient Transformer using Bidirectional Feature Pyramid Network with Reverse Attention for Colon Polyp Segmentation
UGCANet0.950UGCANet: A Unified Global Context-Aware Transformer-based Network with Feature Alignment for Endoscopic Image Analysis
ESFPNet-L0.949ESFPNet: efficient deep learning architecture for real-time lesion segmentation in autofluorescence bronchoscopic video
FCBFormer0.9488S2S2: Semantic Stacking for Robust Semantic Segmentation in Medical Imaging
DuAT0.948DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation
DUCK-Net0.9478Using DUCK-Net for Polyp Image Segmentation
ColonFormer0.947ColonFormer: An Efficient Transformer based Method for Colon Polyp Segmentation
FCBFormer0.9469FCN-Transformer Feature Fusion for Polyp Segmentation
PVT-GCASCADE0.9468G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation
SSFormer-L0.9447Stepwise Feature Fusion: Local Guides Global
PVT-CASCADE0.9434Medical Image Segmentation via Cascaded Attention Decoding
MSRF-Net0.9420MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image Segmentation
MADGNet0.9390Modality-agnostic Domain Generalizable Medical Image Segmentation by Multi-Frequency in Multi-Scale Attention
HarDNet-DFUS0.939HarDNet-DFUS: An Enhanced Harmonically-Connected Network for Diabetic Foot Ulcer Image Segmentation and Colonoscopy Polyp Segmentation
ADSNet0.938Adaptation of Distinct Semantics for Uncertain Areas in Polyp Segmentation
MEGANet(Res2Net-50)0.938MEGANet: Multi-Scale Edge-Guided Attention Network for Weak Boundary Polyp Segmentation
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