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SOTA
医療画像セグメンテーション
Medical Image Segmentation On Kvasir Seg
Medical Image Segmentation On Kvasir Seg
評価指標
Average MAE
mean Dice
評価結果
このベンチマークにおける各モデルのパフォーマンス結果
Columns
モデル名
Average MAE
mean Dice
Paper Title
Repository
DUCK-Net
-
0.9502
Using DUCK-Net for Polyp Image Segmentation
EffiSegNet-B5
-
0.9488
EffiSegNet: Gastrointestinal Polyp Segmentation through a Pre-Trained EfficientNet-based Network with a Simplified Decoder
EffiSegNet-B4
-
0.9483
EffiSegNet: Gastrointestinal Polyp Segmentation through a Pre-Trained EfficientNet-based Network with a Simplified Decoder
FCB Former
-
0.9445
Adaptive t-vMF Dice Loss for Multi-class Medical Image Segmentation
FCB-SwinV2 Transformer
-
0.9420
FCB-SwinV2 Transformer for Polyp Segmentation
-
SEP
-
0.9411
Spatially Exclusive Pasting: A General Data Augmentation for the Polyp Segmentation
-
LM-Net
-
0.9409
LM-Net: A Light-weight and Multi-scale Network for Medical Image Segmentation
RAPUNet
-
0.939
MetaFormer and CNN Hybrid Model for Polyp Image Segmentation
-
FCBFormer
-
0.9385
FCN-Transformer Feature Fusion for Polyp Segmentation
HarDNet-DFUS
-
0.9363
HarDNet-DFUS: An Enhanced Harmonically-Connected Network for Diabetic Foot Ulcer Image Segmentation and Colonoscopy Polyp Segmentation
SSFormer-L
-
0.9357
Stepwise Feature Fusion: Local Guides Global
FCBFormer
-
0.932
S2S2: Semantic Stacking for Robust Semantic Segmentation in Medical Imaging
ESFPNet-L
-
0.931
ESFPNet: efficient deep learning architecture for real-time lesion segmentation in autofluorescence bronchoscopic video
EMCAD
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0.928
EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation
UGCANet
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0.928
UGCANet: A Unified Global Context-Aware Transformer-based Network with Feature Alignment for Endoscopic Image Analysis
-
PVT-GCASCADE
-
0.9274
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation
RaBiT
-
0.927
RaBiT: An Efficient Transformer using Bidirectional Feature Pyramid Network with Reverse Attention for Colon Polyp Segmentation
ColonFormer
-
0.927
ColonFormer: An Efficient Transformer based Method for Colon Polyp Segmentation
GMSRF-Net
-
0.9263
GMSRF-Net: An improved generalizability with global multi-scale residual fusion network for polyp segmentation
PVT-CASCADE
-
0.9258
Medical Image Segmentation via Cascaded Attention Decoding
-
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