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Medical Image Segmentation
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Kvasir-SEG
Medical Image Segmentation on Kvasir-SEG
Metric: mIoU (higher is better)
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Date (oldest first)
Model name (A→Z)
#
Model
↕
mIoU
▼
Extra Data
Paper
Date
↕
Code
1
EffiSegNet-B5
0.9065
No
EffiSegNet: Gastrointestinal Polyp Segmentation ...
2024-07-23
Code
2
EffiSegNet-B4
0.9056
No
EffiSegNet: Gastrointestinal Polyp Segmentation ...
2024-07-23
Code
3
DUCK-Net
0.9051
No
Using DUCK-Net for Polyp Image Segmentation
2023-11-03
Code
4
SEP
0.9002
No
Spatially Exclusive Pasting: A General Data Augm...
2022-11-15
-
5
SegMed
0.899
No
-
-
-
6
FCB Former
0.8974
No
Adaptive t-vMF Dice Loss for Multi-class Medical...
2022-07-16
Code
7
FCB-SwinV2 Transformer
0.8973
No
FCB-SwinV2 Transformer for Polyp Segmentation
2023-02-02
-
8
MSRF-Net
0.8914
No
MSRF-Net: A Multi-Scale Residual Fusion Network ...
2021-05-16
Code
9
LM-Net
0.8912
No
LM-Net: A Light-weight and Multi-scale Network f...
2025-01-07
Code
10
SSFormer-L
0.8905
No
Stepwise Feature Fusion: Local Guides Global
2022-03-07
Code
11
FCBFormer
0.8903
No
FCN-Transformer Feature Fusion for Polyp Segment...
2022-08-17
Code
12
HarDNet-DFUS
0.8894
No
HarDNet-DFUS: An Enhanced Harmonically-Connected...
2022-09-15
Code
13
ESFPNet-L
0.887
No
ESFPNet: efficient deep learning architecture fo...
2022-07-15
Code
14
RAPUNet
0.885
No
-
-
Code
15
GMSRF-Net
0.8843
No
GMSRF-Net: An improved generalizability with glo...
2021-11-20
Code
16
UGCANet
0.881
No
UGCANet: A Unified Global Context-Aware Transfor...
2023-07-12
-
17
PVT-GCASCADE
0.879
No
G-CASCADE: Efficient Cascaded Graph Convolutiona...
2023-10-24
Code
18
PVT-CASCADE
0.8776
No
-
-
Code
19
ColonFormer
0.877
No
ColonFormer: An Efficient Transformer based Meth...
2022-05-17
Code
20
DuAT
0.876
No
DuAT: Dual-Aggregation Transformer Network for M...
2022-12-21
Code
21
RaBiT
0.873
No
RaBiT: An Efficient Transformer using Bidirectio...
2023-07-12
Code
22
ADSNet
0.871
No
Adaptation of Distinct Semantics for Uncertain A...
2024-05-13
Code
23
TransFuse-L
0.868
No
TransFuse: Fusing Transformers and CNNs for Medi...
2021-02-16
Code
24
TransFuse-S
0.868
No
TransFuse: Fusing Transformers and CNNs for Medi...
2021-02-16
Code
25
CaraNet
0.865
No
CaraNet: Context Axial Reverse Attention Network...
2021-08-16
Code
26
BDG-Net
0.865
No
BDG-Net: Boundary Distribution Guided Network fo...
2022-01-03
Code
27
MEGANet(Res2Net-50)
0.863
No
MEGANet: Multi-Scale Edge-Guided Attention Netwo...
2023-09-06
Code
28
SAM-EG
0.862
No
SAM-EG: Segment Anything Model with Egde Guidanc...
2024-06-21
-
29
UACANet-L
0.862
No
UACANet: Uncertainty Augmented Context Attention...
2021-07-06
Code
30
Polyp-SAM++
0.862
No
Polyp-SAM++: Can A Text Guided SAM Perform Bette...
2023-08-12
Code
31
A-DenseUNet
0.8615
No
-
-
-
32
COMMA (ResNet-50)
0.86
No
-
-
-
33
MEGANet(ResNet-34)
0.859
No
MEGANet: Multi-Scale Edge-Guided Attention Netwo...
2023-09-06
Code
34
UniNet
0.857
No
-
-
Code
35
HarDNet-MSEG
0.857
No
HarDNet-MSEG: A Simple Encoder-Decoder Polyp Seg...
2021-01-18
Code
36
UACANet-S
0.852
No
UACANet: Uncertainty Augmented Context Attention...
2021-07-06
Code
37
COMMA (Res2Net-50)
0.852
No
-
-
-
38
ProMISe
0.851
No
ProMISe: Promptable Medical Image Segmentation u...
2024-03-07
Code
39
PraNet
0.849
No
PraNet: Parallel Reverse Attention Network for P...
2020-06-13
Code
40
KDAS
0.848
No
KDAS: Knowledge Distillation via Attention Super...
2023-12-13
Code
41
AG-CUResNeSt
0.845
No
AG-CUResNeSt: A Novel Method for Colon Polyp Seg...
2021-05-02
Code
42
TGA-Net
0.833
No
TGANet: Text-guided attention for improved polyp...
2022-05-09
Code
43
TransResU-Net
0.8214
No
TransResU-Net: Transformer based ResU-Net for Re...
2022-06-17
Code
44
PEFNet
0.8163
No
Multi Kernel Positional Embedding ConvNeXt for P...
2023-01-17
Code
45
TransNetR
0.8016
No
TransNetR: Transformer-based Residual Network fo...
2023-03-13
Code
46
DDANet
0.78
No
DDANet: Dual Decoder Attention Network for Autom...
2020-12-30
Code
47
ResUNet++ + TTA + CRF
0.78
No
A Comprehensive Study on Colorectal Polyp Segmen...
2021-07-26
Code
48
Yolo-SAM 2
0.764
No
Self-Prompting Polyp Segmentation in Colonoscopy...
2024-09-14
Code
49
DoubleUnet-DCA
0.7434
No
Dual Cross-Attention for Medical Image Segmentat...
2023-03-30
Code
50
ColonSegNet
0.7239
No
Real-Time Polyp Detection, Localization and Segm...
2020-11-15
Code
51
RUPNet
0.6553
No
RUPNet: Residual upsampling network for real-tim...
2023-01-06
-
#1
EffiSegNet-B5
SOTA
0.9065
mIoU
· 2024-07-23
EffiSegNet: Gastrointestinal Polyp Segmentation through a Pre-Trained EfficientNet-based Network with a Simplified Decoder
Code
#2
EffiSegNet-B4
0.9056
mIoU
· 2024-07-23
EffiSegNet: Gastrointestinal Polyp Segmentation through a Pre-Trained EfficientNet-based Network with a Simplified Decoder
Code
#3
DUCK-Net
SOTA
0.9051
mIoU
· 2023-11-03
Using DUCK-Net for Polyp Image Segmentation
Code
#4
SEP
SOTA
0.9002
mIoU
· 2022-11-15
Spatially Exclusive Pasting: A General Data Augmentation for the Polyp Segmentation
#5
SegMed
0.899
mIoU
No paper
#6
FCB Former
SOTA
0.8974
mIoU
· 2022-07-16
Adaptive t-vMF Dice Loss for Multi-class Medical Image Segmentation
Code
#7
FCB-SwinV2 Transformer
0.8973
mIoU
· 2023-02-02
FCB-SwinV2 Transformer for Polyp Segmentation
#8
MSRF-Net
SOTA
0.8914
mIoU
· 2021-05-16
MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image Segmentation
Code
#9
LM-Net
0.8912
mIoU
· 2025-01-07
LM-Net: A Light-weight and Multi-scale Network for Medical Image Segmentation
Code
#10
SSFormer-L
0.8905
mIoU
· 2022-03-07
Stepwise Feature Fusion: Local Guides Global
Code
#11
FCBFormer
0.8903
mIoU
· 2022-08-17
FCN-Transformer Feature Fusion for Polyp Segmentation
Code
#12
HarDNet-DFUS
0.8894
mIoU
· 2022-09-15
HarDNet-DFUS: An Enhanced Harmonically-Connected Network for Diabetic Foot Ulcer Image Segmentation and Colonoscopy Polyp Segmentation
Code
#13
ESFPNet-L
0.887
mIoU
· 2022-07-15
ESFPNet: efficient deep learning architecture for real-time lesion segmentation in autofluorescence bronchoscopic video
Code
#14
RAPUNet
0.885
mIoU
No paper
Code
#15
GMSRF-Net
0.8843
mIoU
· 2021-11-20
GMSRF-Net: An improved generalizability with global multi-scale residual fusion network for polyp segmentation
Code
#16
UGCANet
0.881
mIoU
· 2023-07-12
UGCANet: A Unified Global Context-Aware Transformer-based Network with Feature Alignment for Endoscopic Image Analysis
#17
PVT-GCASCADE
0.879
mIoU
· 2023-10-24
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation
Code
#18
PVT-CASCADE
0.8776
mIoU
No paper
Code
#19
ColonFormer
0.877
mIoU
· 2022-05-17
ColonFormer: An Efficient Transformer based Method for Colon Polyp Segmentation
Code
#20
DuAT
0.876
mIoU
· 2022-12-21
DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation
Code
#21
RaBiT
0.873
mIoU
· 2023-07-12
RaBiT: An Efficient Transformer using Bidirectional Feature Pyramid Network with Reverse Attention for Colon Polyp Segmentation
Code
#22
ADSNet
0.871
mIoU
· 2024-05-13
Adaptation of Distinct Semantics for Uncertain Areas in Polyp Segmentation
Code
#23
TransFuse-L
SOTA
0.868
mIoU
· 2021-02-16
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation
Code
#24
TransFuse-S
0.868
mIoU
· 2021-02-16
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation
Code
#25
CaraNet
0.865
mIoU
· 2021-08-16
CaraNet: Context Axial Reverse Attention Network for Segmentation of Small Medical Objects
Code
#26
BDG-Net
0.865
mIoU
· 2022-01-03
BDG-Net: Boundary Distribution Guided Network for Accurate Polyp Segmentation
Code
#27
MEGANet(Res2Net-50)
0.863
mIoU
· 2023-09-06
MEGANet: Multi-Scale Edge-Guided Attention Network for Weak Boundary Polyp Segmentation
Code
#28
SAM-EG
0.862
mIoU
· 2024-06-21
SAM-EG: Segment Anything Model with Egde Guidance framework for efficient Polyp Segmentation
#29
UACANet-L
0.862
mIoU
· 2021-07-06
UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation
Code
#30
Polyp-SAM++
0.862
mIoU
· 2023-08-12
Polyp-SAM++: Can A Text Guided SAM Perform Better for Polyp Segmentation?
Code
#31
A-DenseUNet
0.8615
mIoU
No paper
#32
COMMA (ResNet-50)
0.86
mIoU
No paper
#33
MEGANet(ResNet-34)
0.859
mIoU
· 2023-09-06
MEGANet: Multi-Scale Edge-Guided Attention Network for Weak Boundary Polyp Segmentation
Code
#34
UniNet
0.857
mIoU
No paper
Code
#35
HarDNet-MSEG
SOTA
0.857
mIoU
· 2021-01-18
HarDNet-MSEG: A Simple Encoder-Decoder Polyp Segmentation Neural Network that Achieves over 0.9 Mean Dice and 86 FPS
Code
#36
UACANet-S
0.852
mIoU
· 2021-07-06
UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation
Code
#37
COMMA (Res2Net-50)
0.852
mIoU
No paper
#38
ProMISe
0.851
mIoU
· 2024-03-07
ProMISe: Promptable Medical Image Segmentation using SAM
Code
#39
PraNet
SOTA
0.849
mIoU
· 2020-06-13
PraNet: Parallel Reverse Attention Network for Polyp Segmentation
Code
#40
KDAS
0.848
mIoU
· 2023-12-13
KDAS: Knowledge Distillation via Attention Supervision Framework for Polyp Segmentation
Code
#41
AG-CUResNeSt
0.845
mIoU
· 2021-05-02
AG-CUResNeSt: A Novel Method for Colon Polyp Segmentation
Code
#42
TGA-Net
0.833
mIoU
· 2022-05-09
TGANet: Text-guided attention for improved polyp segmentation
Code
#43
TransResU-Net
0.8214
mIoU
· 2022-06-17
TransResU-Net: Transformer based ResU-Net for Real-Time Colonoscopy Polyp Segmentation
Code
#44
PEFNet
0.8163
mIoU
· 2023-01-17
Multi Kernel Positional Embedding ConvNeXt for Polyp Segmentation
Code
#45
TransNetR
0.8016
mIoU
· 2023-03-13
TransNetR: Transformer-based Residual Network for Polyp Segmentation with Multi-Center Out-of-Distribution Testing
Code
#46
DDANet
0.78
mIoU
· 2020-12-30
DDANet: Dual Decoder Attention Network for Automatic Polyp Segmentation
Code
#47
ResUNet++ + TTA + CRF
0.78
mIoU
· 2021-07-26
A Comprehensive Study on Colorectal Polyp Segmentation with ResUNet++, Conditional Random Field and Test-Time Augmentation
Code
#48
Yolo-SAM 2
0.764
mIoU
· 2024-09-14
Self-Prompting Polyp Segmentation in Colonoscopy using Hybrid Yolo-SAM 2 Model
Code
#49
DoubleUnet-DCA
0.7434
mIoU
· 2023-03-30
Dual Cross-Attention for Medical Image Segmentation
Code
#50
ColonSegNet
0.7239
mIoU
· 2020-11-15
Real-Time Polyp Detection, Localization and Segmentation in Colonoscopy Using Deep Learning
Code
#51
RUPNet
0.6553
mIoU
· 2023-01-06
RUPNet: Residual upsampling network for real-time polyp segmentation