Medical Image Segmentation on Kvasir-SEG

Metric: mean Dice (higher is better)

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Results

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#	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	-

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