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CVC-ClinicDB
Medical Image Segmentation on CVC-ClinicDB
Metric: mean Dice (higher is better)
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mean Dice (best first)
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Model name (A→Z)
#
Model
↕
mean Dice
▼
Extra Data
Paper
Date
↕
Code
1
DUCK-Net
0.9684
No
Adaptive t-vMF Dice Loss for Multi-class Medical...
2022-07-16
Code
2
RAPUNet
0.961
No
-
-
Code
3
EMCAD
0.9521
No
EMCAD: Efficient Multi-scale Convolutional Atten...
2024-05-11
Code
4
RaBiT
0.951
No
RaBiT: An Efficient Transformer using Bidirectio...
2023-07-12
Code
5
Yolo-SAM 2
0.951
No
Self-Prompting Polyp Segmentation in Colonoscopy...
2024-09-14
Code
6
UGCANet
0.95
No
UGCANet: A Unified Global Context-Aware Transfor...
2023-07-12
-
7
ESFPNet-L
0.949
No
ESFPNet: efficient deep learning architecture fo...
2022-07-15
Code
8
FCBFormer
0.9488
No
S2S2: Semantic Stacking for Robust Semantic Segm...
2024-12-17
Code
9
DuAT
0.948
No
DuAT: Dual-Aggregation Transformer Network for M...
2022-12-21
Code
10
SegMed
0.948
No
-
-
-
11
DUCK-Net
0.9478
No
Using DUCK-Net for Polyp Image Segmentation
2023-11-03
Code
12
ColonFormer
0.947
No
ColonFormer: An Efficient Transformer based Meth...
2022-05-17
Code
13
FCBFormer
0.9469
No
FCN-Transformer Feature Fusion for Polyp Segment...
2022-08-17
Code
14
PVT-GCASCADE
0.9468
No
G-CASCADE: Efficient Cascaded Graph Convolutiona...
2023-10-24
Code
15
SSFormer-L
0.9447
No
Stepwise Feature Fusion: Local Guides Global
2022-03-07
Code
16
PVT-CASCADE
0.9434
No
-
-
Code
17
UniNet
0.942
No
-
-
Code
18
MSRF-Net
0.942
No
MSRF-Net: A Multi-Scale Residual Fusion Network ...
2021-05-16
Code
19
Hi-gMISnet
0.9419
No
-
-
Code
20
MADGNet
0.939
No
Modality-agnostic Domain Generalizable Medical I...
2024-05-10
Code
21
HarDNet-DFUS
0.939
No
HarDNet-DFUS: An Enhanced Harmonically-Connected...
2022-09-15
Code
22
MEGANet(Res2Net-50)
0.938
No
MEGANet: Multi-Scale Edge-Guided Attention Netwo...
2023-09-06
Code
23
ADSNet
0.938
No
Adaptation of Distinct Semantics for Uncertain A...
2024-05-13
Code
24
Polar U-Net
0.9374
No
-
-
Code
25
CaraNet
0.936
No
CaraNet: Context Axial Reverse Attention Network...
2021-08-16
Code
26
FANet
0.9355
No
FANet: A Feedback Attention Network for Improved...
2021-03-31
Code
27
TransFuse-L
0.934
No
TransFuse: Fusing Transformers and CNNs for Medi...
2021-02-16
Code
28
COMMA (Res2Net-50)
0.933
No
-
-
-
29
HarDNet-MSEG
0.932
No
HarDNet-MSEG: A Simple Encoder-Decoder Polyp Seg...
2021-01-18
Code
30
SAM-EG
0.931
No
SAM-EG: Segment Anything Model with Egde Guidanc...
2024-06-21
-
31
MEGANet(ResNet-34)
0.93
No
MEGANet: Multi-Scale Edge-Guided Attention Netwo...
2023-09-06
Code
32
UACANet-L
0.926
No
UACANet: Uncertainty Augmented Context Attention...
2021-07-06
Code
33
KDAS
0.925
No
KDAS: Knowledge Distillation via Attention Super...
2023-12-13
Code
34
DoubleUNet
0.9239
No
DoubleU-Net: A Deep Convolutional Neural Network...
2020-06-08
Code
35
ResUNet++ + CRF
0.9203
No
Real-Time Polyp Detection, Localization and Segm...
2020-11-15
Code
36
TransFuse-S
0.918
No
TransFuse: Fusing Transformers and CNNs for Medi...
2021-02-16
Code
37
AG-CUResNeSt
0.917
No
AG-CUResNeSt: A Novel Method for Colon Polyp Seg...
2021-05-02
Code
38
COMMA (ResNet-50)
0.916
No
-
-
-
39
UACANet-S
0.916
No
UACANet: Uncertainty Augmented Context Attention...
2021-07-06
Code
40
Polyp-SAM++
0.915
No
Polyp-SAM++: Can A Text Guided SAM Perform Bette...
2023-08-12
Code
41
DoubleUnet-DCA
0.9086
No
Dual Cross-Attention for Medical Image Segmentat...
2023-03-30
Code
42
ResUNet++ + TTA
0.902
No
A Comprehensive Study on Colorectal Polyp Segmen...
2021-07-26
Code
43
ResUNet++ + CRF+ TTA
0.9017
No
A Comprehensive Study on Colorectal Polyp Segmen...
2021-07-26
Code
44
PraNet
0.899
No
PraNet: Parallel Reverse Attention Network for P...
2020-06-13
Code
45
U-Net
0.823
No
U-Net: Convolutional Networks for Biomedical Ima...
2015-05-18
Code
46
ResUNet++
0.7955
No
ResUNet++: An Advanced Architecture for Medical ...
2019-11-16
Code
47
U-Net++
0.794
No
UNet++: A Nested U-Net Architecture for Medical ...
2018-07-18
Code
#1
DUCK-Net
SOTA
0.9684
mean Dice
· 2022-07-16
Adaptive t-vMF Dice Loss for Multi-class Medical Image Segmentation
Code
#2
RAPUNet
0.961
mean Dice
No paper
Code
#3
EMCAD
0.9521
mean Dice
· 2024-05-11
EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation
Code
#4
RaBiT
0.951
mean Dice
· 2023-07-12
RaBiT: An Efficient Transformer using Bidirectional Feature Pyramid Network with Reverse Attention for Colon Polyp Segmentation
Code
#5
Yolo-SAM 2
0.951
mean Dice
· 2024-09-14
Self-Prompting Polyp Segmentation in Colonoscopy using Hybrid Yolo-SAM 2 Model
Code
#6
UGCANet
0.95
mean Dice
· 2023-07-12
UGCANet: A Unified Global Context-Aware Transformer-based Network with Feature Alignment for Endoscopic Image Analysis
#7
ESFPNet-L
SOTA
0.949
mean Dice
· 2022-07-15
ESFPNet: efficient deep learning architecture for real-time lesion segmentation in autofluorescence bronchoscopic video
Code
#8
FCBFormer
0.9488
mean Dice
· 2024-12-17
S2S2: Semantic Stacking for Robust Semantic Segmentation in Medical Imaging
Code
#9
DuAT
0.948
mean Dice
· 2022-12-21
DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation
Code
#10
SegMed
0.948
mean Dice
No paper
#11
DUCK-Net
0.9478
mean Dice
· 2023-11-03
Using DUCK-Net for Polyp Image Segmentation
Code
#12
ColonFormer
SOTA
0.947
mean Dice
· 2022-05-17
ColonFormer: An Efficient Transformer based Method for Colon Polyp Segmentation
Code
#13
FCBFormer
0.9469
mean Dice
· 2022-08-17
FCN-Transformer Feature Fusion for Polyp Segmentation
Code
#14
PVT-GCASCADE
0.9468
mean Dice
· 2023-10-24
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation
Code
#15
SSFormer-L
SOTA
0.9447
mean Dice
· 2022-03-07
Stepwise Feature Fusion: Local Guides Global
Code
#16
PVT-CASCADE
0.9434
mean Dice
No paper
Code
#17
UniNet
0.942
mean Dice
No paper
Code
#18
MSRF-Net
SOTA
0.942
mean Dice
· 2021-05-16
MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image Segmentation
Code
#19
Hi-gMISnet
0.9419
mean Dice
No paper
Code
#20
MADGNet
0.939
mean Dice
· 2024-05-10
Modality-agnostic Domain Generalizable Medical Image Segmentation by Multi-Frequency in Multi-Scale Attention
Code
#21
HarDNet-DFUS
0.939
mean Dice
· 2022-09-15
HarDNet-DFUS: An Enhanced Harmonically-Connected Network for Diabetic Foot Ulcer Image Segmentation and Colonoscopy Polyp Segmentation
Code
#22
MEGANet(Res2Net-50)
0.938
mean Dice
· 2023-09-06
MEGANet: Multi-Scale Edge-Guided Attention Network for Weak Boundary Polyp Segmentation
Code
#23
ADSNet
0.938
mean Dice
· 2024-05-13
Adaptation of Distinct Semantics for Uncertain Areas in Polyp Segmentation
Code
#24
Polar U-Net
0.9374
mean Dice
No paper
Code
#25
CaraNet
0.936
mean Dice
· 2021-08-16
CaraNet: Context Axial Reverse Attention Network for Segmentation of Small Medical Objects
Code
#26
FANet
SOTA
0.9355
mean Dice
· 2021-03-31
FANet: A Feedback Attention Network for Improved Biomedical Image Segmentation
Code
#27
TransFuse-L
SOTA
0.934
mean Dice
· 2021-02-16
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation
Code
#28
COMMA (Res2Net-50)
0.933
mean Dice
No paper
#29
HarDNet-MSEG
SOTA
0.932
mean Dice
· 2021-01-18
HarDNet-MSEG: A Simple Encoder-Decoder Polyp Segmentation Neural Network that Achieves over 0.9 Mean Dice and 86 FPS
Code
#30
SAM-EG
0.931
mean Dice
· 2024-06-21
SAM-EG: Segment Anything Model with Egde Guidance framework for efficient Polyp Segmentation
#31
MEGANet(ResNet-34)
0.93
mean Dice
· 2023-09-06
MEGANet: Multi-Scale Edge-Guided Attention Network for Weak Boundary Polyp Segmentation
Code
#32
UACANet-L
0.926
mean Dice
· 2021-07-06
UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation
Code
#33
KDAS
0.925
mean Dice
· 2023-12-13
KDAS: Knowledge Distillation via Attention Supervision Framework for Polyp Segmentation
Code
#34
DoubleUNet
SOTA
0.9239
mean Dice
· 2020-06-08
DoubleU-Net: A Deep Convolutional Neural Network for Medical Image Segmentation
Code
#35
ResUNet++ + CRF
0.9203
mean Dice
· 2020-11-15
Real-Time Polyp Detection, Localization and Segmentation in Colonoscopy Using Deep Learning
Code
#36
TransFuse-S
0.918
mean Dice
· 2021-02-16
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation
Code
#37
AG-CUResNeSt
0.917
mean Dice
· 2021-05-02
AG-CUResNeSt: A Novel Method for Colon Polyp Segmentation
Code
#38
COMMA (ResNet-50)
0.916
mean Dice
No paper
#39
UACANet-S
0.916
mean Dice
· 2021-07-06
UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation
Code
#40
Polyp-SAM++
0.915
mean Dice
· 2023-08-12
Polyp-SAM++: Can A Text Guided SAM Perform Better for Polyp Segmentation?
Code
#41
DoubleUnet-DCA
0.9086
mean Dice
· 2023-03-30
Dual Cross-Attention for Medical Image Segmentation
Code
#42
ResUNet++ + TTA
0.902
mean Dice
· 2021-07-26
A Comprehensive Study on Colorectal Polyp Segmentation with ResUNet++, Conditional Random Field and Test-Time Augmentation
Code
#43
ResUNet++ + CRF+ TTA
0.9017
mean Dice
· 2021-07-26
A Comprehensive Study on Colorectal Polyp Segmentation with ResUNet++, Conditional Random Field and Test-Time Augmentation
Code
#44
PraNet
0.899
mean Dice
· 2020-06-13
PraNet: Parallel Reverse Attention Network for Polyp Segmentation
Code
#45
U-Net
SOTA
0.823
mean Dice
· 2015-05-18
U-Net: Convolutional Networks for Biomedical Image Segmentation
Code
#46
ResUNet++
0.7955
mean Dice
· 2019-11-16
ResUNet++: An Advanced Architecture for Medical Image Segmentation
Code
#47
U-Net++
0.794
mean Dice
· 2018-07-18
UNet++: A Nested U-Net Architecture for Medical Image Segmentation
Code