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Medical Image Segmentation
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Kvasir-SEG
Medical Image Segmentation on Kvasir-SEG
Metric: mean Dice (higher is better)
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mean Dice (best first)
mean Dice (worst first)
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Date (oldest first)
Model name (A→Z)
#
Model
↕
mean Dice
▼
Extra Data
Paper
Date
↕
Code
1
DUCK-Net
0.9502
No
Using DUCK-Net for Polyp Image Segmentation
2023-11-03
Code
2
EffiSegNet-B5
0.9488
No
EffiSegNet: Gastrointestinal Polyp Segmentation ...
2024-07-23
Code
3
EffiSegNet-B4
0.9483
No
EffiSegNet: Gastrointestinal Polyp Segmentation ...
2024-07-23
Code
4
SegMed
0.947
No
-
-
-
5
FCB Former
0.9445
No
Adaptive t-vMF Dice Loss for Multi-class Medical...
2022-07-16
Code
6
FCB-SwinV2 Transformer
0.942
No
FCB-SwinV2 Transformer for Polyp Segmentation
2023-02-02
-
7
SEP
0.9411
No
Spatially Exclusive Pasting: A General Data Augm...
2022-11-15
-
8
LM-Net
0.9409
No
LM-Net: A Light-weight and Multi-scale Network f...
2025-01-07
Code
9
RAPUNet
0.939
No
-
-
Code
10
FCBFormer
0.9385
No
FCN-Transformer Feature Fusion for Polyp Segment...
2022-08-17
Code
11
HarDNet-DFUS
0.9363
No
HarDNet-DFUS: An Enhanced Harmonically-Connected...
2022-09-15
Code
12
SSFormer-L
0.9357
No
Stepwise Feature Fusion: Local Guides Global
2022-03-07
Code
13
FCBFormer
0.932
No
S2S2: Semantic Stacking for Robust Semantic Segm...
2024-12-17
Code
14
ESFPNet-L
0.931
No
ESFPNet: efficient deep learning architecture fo...
2022-07-15
Code
15
UGCANet
0.928
No
UGCANet: A Unified Global Context-Aware Transfor...
2023-07-12
-
16
EMCAD
0.928
No
EMCAD: Efficient Multi-scale Convolutional Atten...
2024-05-11
Code
17
PVT-GCASCADE
0.9274
No
G-CASCADE: Efficient Cascaded Graph Convolutiona...
2023-10-24
Code
18
ColonFormer
0.927
No
ColonFormer: An Efficient Transformer based Meth...
2022-05-17
Code
19
RaBiT
0.927
No
RaBiT: An Efficient Transformer using Bidirectio...
2023-07-12
Code
20
GMSRF-Net
0.9263
No
GMSRF-Net: An improved generalizability with glo...
2021-11-20
Code
21
PVT-CASCADE
0.9258
No
-
-
Code
22
DuAT
0.924
No
DuAT: Dual-Aggregation Transformer Network for M...
2022-12-21
Code
23
MSRF-Net
0.9217
No
MSRF-Net: A Multi-Scale Residual Fusion Network ...
2021-05-16
Code
24
ADSNet
0.92
No
Adaptation of Distinct Semantics for Uncertain A...
2024-05-13
Code
25
CaraNet
0.918
No
CaraNet: Context Axial Reverse Attention Network...
2021-08-16
Code
26
TransFuse-L
0.918
No
TransFuse: Fusing Transformers and CNNs for Medi...
2021-02-16
Code
27
TransFuse-S
0.918
No
TransFuse: Fusing Transformers and CNNs for Medi...
2021-02-16
Code
28
BDG-Net
0.915
No
BDG-Net: Boundary Distribution Guided Network fo...
2022-01-03
Code
29
SAM-EG
0.915
No
SAM-EG: Segment Anything Model with Egde Guidanc...
2024-06-21
-
30
UniNet
0.915
No
-
-
Code
31
MEGANet(Res2Net-50)
0.913
No
MEGANet: Multi-Scale Edge-Guided Attention Netwo...
2023-09-06
Code
32
KDAS
0.913
No
KDAS: Knowledge Distillation via Attention Super...
2023-12-13
Code
33
HarDNet-MSEG
0.912
No
HarDNet-MSEG: A Simple Encoder-Decoder Polyp Seg...
2021-01-18
Code
34
UACANet-L
0.912
No
UACANet: Uncertainty Augmented Context Attention...
2021-07-06
Code
35
MEGANet(ResNet-34)
0.911
No
MEGANet: Multi-Scale Edge-Guided Attention Netwo...
2023-09-06
Code
36
ProMISe
0.911
No
ProMISe: Promptable Medical Image Segmentation u...
2024-03-07
Code
37
A-DenseUNet
0.9085
No
-
-
-
38
UACANet-S
0.905
No
UACANet: Uncertainty Augmented Context Attention...
2021-07-06
Code
39
COMMA (ResNet-50)
0.904
No
-
-
-
40
Polyp-SAM++
0.902
No
Polyp-SAM++: Can A Text Guided SAM Perform Bette...
2023-08-12
Code
41
AG-CUResNeSt
0.902
No
AG-CUResNeSt: A Novel Method for Colon Polyp Seg...
2021-05-02
Code
42
COMMA (Res2Net-50)
0.901
No
-
-
-
43
TGA-Net
0.8982
No
TGANet: Text-guided attention for improved polyp...
2022-05-09
Code
44
PraNet
0.898
No
PraNet: Parallel Reverse Attention Network for P...
2020-06-13
Code
45
TransResU-Net
0.8884
No
TransResU-Net: Transformer based ResU-Net for Re...
2022-06-17
Code
46
PEFNet
0.8818
No
Multi Kernel Positional Embedding ConvNeXt for P...
2023-01-17
Code
47
FANet
0.8803
No
FANet: A Feedback Attention Network for Improved...
2021-03-31
Code
48
TransNetR
0.8706
No
TransNetR: Transformer-based Residual Network fo...
2023-03-13
Code
49
Yolo-SAM 2
0.866
No
Self-Prompting Polyp Segmentation in Colonoscopy...
2024-09-14
Code
50
DDANet
0.8576
No
DDANet: Dual Decoder Attention Network for Autom...
2020-12-30
Code
51
DoubleUnet-DCA
0.8516
No
Dual Cross-Attention for Medical Image Segmentat...
2023-03-30
Code
52
ResUNet++ + TTA + CRF
0.8508
No
A Comprehensive Study on Colorectal Polyp Segmen...
2021-07-26
Code
53
U-Net++
0.821
No
UNet++: A Nested U-Net Architecture for Medical ...
2018-07-18
Code
54
ColonSegNet
0.8206
No
Real-Time Polyp Detection, Localization and Segm...
2020-11-15
Code
55
U-Net
0.818
No
U-Net: Convolutional Networks for Biomedical Ima...
2015-05-18
Code
56
ResUNet++
0.8133
No
ResUNet++: An Advanced Architecture for Medical ...
2019-11-16
Code
57
ResUNet
0.7877
No
Kvasir-SEG: A Segmented Polyp Dataset
2019-11-16
Code
58
RUPNet
0.7658
No
RUPNet: Residual upsampling network for real-tim...
2023-01-06
-
#1
DUCK-Net
SOTA
0.9502
mean Dice
· 2023-11-03
Using DUCK-Net for Polyp Image Segmentation
Code
#2
EffiSegNet-B5
0.9488
mean Dice
· 2024-07-23
EffiSegNet: Gastrointestinal Polyp Segmentation through a Pre-Trained EfficientNet-based Network with a Simplified Decoder
Code
#3
EffiSegNet-B4
0.9483
mean Dice
· 2024-07-23
EffiSegNet: Gastrointestinal Polyp Segmentation through a Pre-Trained EfficientNet-based Network with a Simplified Decoder
Code
#4
SegMed
0.947
mean Dice
No paper
#5
FCB Former
SOTA
0.9445
mean Dice
· 2022-07-16
Adaptive t-vMF Dice Loss for Multi-class Medical Image Segmentation
Code
#6
FCB-SwinV2 Transformer
0.942
mean Dice
· 2023-02-02
FCB-SwinV2 Transformer for Polyp Segmentation
#7
SEP
0.9411
mean Dice
· 2022-11-15
Spatially Exclusive Pasting: A General Data Augmentation for the Polyp Segmentation
#8
LM-Net
0.9409
mean Dice
· 2025-01-07
LM-Net: A Light-weight and Multi-scale Network for Medical Image Segmentation
Code
#9
RAPUNet
0.939
mean Dice
No paper
Code
#10
FCBFormer
0.9385
mean Dice
· 2022-08-17
FCN-Transformer Feature Fusion for Polyp Segmentation
Code
#11
HarDNet-DFUS
0.9363
mean Dice
· 2022-09-15
HarDNet-DFUS: An Enhanced Harmonically-Connected Network for Diabetic Foot Ulcer Image Segmentation and Colonoscopy Polyp Segmentation
Code
#12
SSFormer-L
SOTA
0.9357
mean Dice
· 2022-03-07
Stepwise Feature Fusion: Local Guides Global
Code
#13
FCBFormer
0.932
mean Dice
· 2024-12-17
S2S2: Semantic Stacking for Robust Semantic Segmentation in Medical Imaging
Code
#14
ESFPNet-L
0.931
mean Dice
· 2022-07-15
ESFPNet: efficient deep learning architecture for real-time lesion segmentation in autofluorescence bronchoscopic video
Code
#15
UGCANet
0.928
mean Dice
· 2023-07-12
UGCANet: A Unified Global Context-Aware Transformer-based Network with Feature Alignment for Endoscopic Image Analysis
#16
EMCAD
0.928
mean Dice
· 2024-05-11
EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation
Code
#17
PVT-GCASCADE
0.9274
mean Dice
· 2023-10-24
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation
Code
#18
ColonFormer
0.927
mean Dice
· 2022-05-17
ColonFormer: An Efficient Transformer based Method for Colon Polyp Segmentation
Code
#19
RaBiT
0.927
mean Dice
· 2023-07-12
RaBiT: An Efficient Transformer using Bidirectional Feature Pyramid Network with Reverse Attention for Colon Polyp Segmentation
Code
#20
GMSRF-Net
SOTA
0.9263
mean Dice
· 2021-11-20
GMSRF-Net: An improved generalizability with global multi-scale residual fusion network for polyp segmentation
Code
#21
PVT-CASCADE
0.9258
mean Dice
No paper
Code
#22
DuAT
0.924
mean Dice
· 2022-12-21
DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation
Code
#23
MSRF-Net
SOTA
0.9217
mean Dice
· 2021-05-16
MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image Segmentation
Code
#24
ADSNet
0.92
mean Dice
· 2024-05-13
Adaptation of Distinct Semantics for Uncertain Areas in Polyp Segmentation
Code
#25
CaraNet
0.918
mean Dice
· 2021-08-16
CaraNet: Context Axial Reverse Attention Network for Segmentation of Small Medical Objects
Code
#26
TransFuse-L
SOTA
0.918
mean Dice
· 2021-02-16
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation
Code
#27
TransFuse-S
0.918
mean Dice
· 2021-02-16
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation
Code
#28
BDG-Net
0.915
mean Dice
· 2022-01-03
BDG-Net: Boundary Distribution Guided Network for Accurate Polyp Segmentation
Code
#29
SAM-EG
0.915
mean Dice
· 2024-06-21
SAM-EG: Segment Anything Model with Egde Guidance framework for efficient Polyp Segmentation
#30
UniNet
0.915
mean Dice
No paper
Code
#31
MEGANet(Res2Net-50)
0.913
mean Dice
· 2023-09-06
MEGANet: Multi-Scale Edge-Guided Attention Network for Weak Boundary Polyp Segmentation
Code
#32
KDAS
0.913
mean Dice
· 2023-12-13
KDAS: Knowledge Distillation via Attention Supervision Framework for Polyp Segmentation
Code
#33
HarDNet-MSEG
SOTA
0.912
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
#34
UACANet-L
0.912
mean Dice
· 2021-07-06
UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation
Code
#35
MEGANet(ResNet-34)
0.911
mean Dice
· 2023-09-06
MEGANet: Multi-Scale Edge-Guided Attention Network for Weak Boundary Polyp Segmentation
Code
#36
ProMISe
0.911
mean Dice
· 2024-03-07
ProMISe: Promptable Medical Image Segmentation using SAM
Code
#37
A-DenseUNet
0.9085
mean Dice
No paper
#38
UACANet-S
0.905
mean Dice
· 2021-07-06
UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation
Code
#39
COMMA (ResNet-50)
0.904
mean Dice
No paper
#40
Polyp-SAM++
0.902
mean Dice
· 2023-08-12
Polyp-SAM++: Can A Text Guided SAM Perform Better for Polyp Segmentation?
Code
#41
AG-CUResNeSt
0.902
mean Dice
· 2021-05-02
AG-CUResNeSt: A Novel Method for Colon Polyp Segmentation
Code
#42
COMMA (Res2Net-50)
0.901
mean Dice
No paper
#43
TGA-Net
0.8982
mean Dice
· 2022-05-09
TGANet: Text-guided attention for improved polyp segmentation
Code
#44
PraNet
SOTA
0.898
mean Dice
· 2020-06-13
PraNet: Parallel Reverse Attention Network for Polyp Segmentation
Code
#45
TransResU-Net
0.8884
mean Dice
· 2022-06-17
TransResU-Net: Transformer based ResU-Net for Real-Time Colonoscopy Polyp Segmentation
Code
#46
PEFNet
0.8818
mean Dice
· 2023-01-17
Multi Kernel Positional Embedding ConvNeXt for Polyp Segmentation
Code
#47
FANet
0.8803
mean Dice
· 2021-03-31
FANet: A Feedback Attention Network for Improved Biomedical Image Segmentation
Code
#48
TransNetR
0.8706
mean Dice
· 2023-03-13
TransNetR: Transformer-based Residual Network for Polyp Segmentation with Multi-Center Out-of-Distribution Testing
Code
#49
Yolo-SAM 2
0.866
mean Dice
· 2024-09-14
Self-Prompting Polyp Segmentation in Colonoscopy using Hybrid Yolo-SAM 2 Model
Code
#50
DDANet
0.8576
mean Dice
· 2020-12-30
DDANet: Dual Decoder Attention Network for Automatic Polyp Segmentation
Code
#51
DoubleUnet-DCA
0.8516
mean Dice
· 2023-03-30
Dual Cross-Attention for Medical Image Segmentation
Code
#52
ResUNet++ + TTA + CRF
0.8508
mean Dice
· 2021-07-26
A Comprehensive Study on Colorectal Polyp Segmentation with ResUNet++, Conditional Random Field and Test-Time Augmentation
Code
#53
U-Net++
SOTA
0.821
mean Dice
· 2018-07-18
UNet++: A Nested U-Net Architecture for Medical Image Segmentation
Code
#54
ColonSegNet
0.8206
mean Dice
· 2020-11-15
Real-Time Polyp Detection, Localization and Segmentation in Colonoscopy Using Deep Learning
Code
#55
U-Net
SOTA
0.818
mean Dice
· 2015-05-18
U-Net: Convolutional Networks for Biomedical Image Segmentation
Code
#56
ResUNet++
0.8133
mean Dice
· 2019-11-16
ResUNet++: An Advanced Architecture for Medical Image Segmentation
Code
#57
ResUNet
0.7877
mean Dice
· 2019-11-16
Kvasir-SEG: A Segmented Polyp Dataset
Code
#58
RUPNet
0.7658
mean Dice
· 2023-01-06
RUPNet: Residual upsampling network for real-time polyp segmentation