Medical Image Segmentation on Kvasir-SEG

Metric: mIoU (higher is better)

LeaderboardDataset

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Results

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#	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	-

#1EffiSegNet-B5SOTA
0.9065
mIoU· 2024-07-23
EffiSegNet: Gastrointestinal Polyp Segmentation through a Pre-Trained EfficientNet-based Network with a Simplified Decoder Code
#2EffiSegNet-B4
0.9056
mIoU· 2024-07-23
EffiSegNet: Gastrointestinal Polyp Segmentation through a Pre-Trained EfficientNet-based Network with a Simplified Decoder Code
#3DUCK-NetSOTA
0.9051
mIoU· 2023-11-03
Using DUCK-Net for Polyp Image Segmentation Code
#4SEPSOTA
0.9002
mIoU· 2022-11-15
Spatially Exclusive Pasting: A General Data Augmentation for the Polyp Segmentation
#5SegMed
0.899
mIoU
No paper
#6FCB FormerSOTA
0.8974
mIoU· 2022-07-16
Adaptive t-vMF Dice Loss for Multi-class Medical Image Segmentation Code
#7FCB-SwinV2 Transformer
0.8973
mIoU· 2023-02-02
FCB-SwinV2 Transformer for Polyp Segmentation
#8MSRF-NetSOTA
0.8914
mIoU· 2021-05-16
MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image Segmentation Code
#9LM-Net
0.8912
mIoU· 2025-01-07
LM-Net: A Light-weight and Multi-scale Network for Medical Image Segmentation Code
#10SSFormer-L
0.8905
mIoU· 2022-03-07
Stepwise Feature Fusion: Local Guides Global Code
#11FCBFormer
0.8903
mIoU· 2022-08-17
FCN-Transformer Feature Fusion for Polyp Segmentation Code
#12HarDNet-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
#13ESFPNet-L
0.887
mIoU· 2022-07-15
ESFPNet: efficient deep learning architecture for real-time lesion segmentation in autofluorescence bronchoscopic video Code
#14RAPUNet
0.885
mIoU
No paperCode
#15GMSRF-Net
0.8843
mIoU· 2021-11-20
GMSRF-Net: An improved generalizability with global multi-scale residual fusion network for polyp segmentation Code
#16UGCANet
0.881
mIoU· 2023-07-12
UGCANet: A Unified Global Context-Aware Transformer-based Network with Feature Alignment for Endoscopic Image Analysis
#17PVT-GCASCADE
0.879
mIoU· 2023-10-24
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation Code
#18PVT-CASCADE
0.8776
mIoU
No paperCode
#19ColonFormer
0.877
mIoU· 2022-05-17
ColonFormer: An Efficient Transformer based Method for Colon Polyp Segmentation Code
#20DuAT
0.876
mIoU· 2022-12-21
DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation Code
#21RaBiT
0.873
mIoU· 2023-07-12
RaBiT: An Efficient Transformer using Bidirectional Feature Pyramid Network with Reverse Attention for Colon Polyp Segmentation Code
#22ADSNet
0.871
mIoU· 2024-05-13
Adaptation of Distinct Semantics for Uncertain Areas in Polyp Segmentation Code
#23TransFuse-LSOTA
0.868
mIoU· 2021-02-16
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Code
#24TransFuse-S
0.868
mIoU· 2021-02-16
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Code
#25CaraNet
0.865
mIoU· 2021-08-16
CaraNet: Context Axial Reverse Attention Network for Segmentation of Small Medical Objects Code
#26BDG-Net
0.865
mIoU· 2022-01-03
BDG-Net: Boundary Distribution Guided Network for Accurate Polyp Segmentation Code
#27MEGANet(Res2Net-50)
0.863
mIoU· 2023-09-06
MEGANet: Multi-Scale Edge-Guided Attention Network for Weak Boundary Polyp Segmentation Code
#28SAM-EG
0.862
mIoU· 2024-06-21
SAM-EG: Segment Anything Model with Egde Guidance framework for efficient Polyp Segmentation
#29UACANet-L
0.862
mIoU· 2021-07-06
UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation Code
#30Polyp-SAM++
0.862
mIoU· 2023-08-12
Polyp-SAM++: Can A Text Guided SAM Perform Better for Polyp Segmentation?Code
#31A-DenseUNet
0.8615
mIoU
No paper
#32COMMA (ResNet-50)
0.86
mIoU
No paper
#33MEGANet(ResNet-34)
0.859
mIoU· 2023-09-06
MEGANet: Multi-Scale Edge-Guided Attention Network for Weak Boundary Polyp Segmentation Code
#34UniNet
0.857
mIoU
No paperCode
#35HarDNet-MSEGSOTA
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
#36UACANet-S
0.852
mIoU· 2021-07-06
UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation Code
#37COMMA (Res2Net-50)
0.852
mIoU
No paper
#38ProMISe
0.851
mIoU· 2024-03-07
ProMISe: Promptable Medical Image Segmentation using SAM Code
#39PraNetSOTA
0.849
mIoU· 2020-06-13
PraNet: Parallel Reverse Attention Network for Polyp Segmentation Code
#40KDAS
0.848
mIoU· 2023-12-13
KDAS: Knowledge Distillation via Attention Supervision Framework for Polyp Segmentation Code
#41AG-CUResNeSt
0.845
mIoU· 2021-05-02
AG-CUResNeSt: A Novel Method for Colon Polyp Segmentation Code
#42TGA-Net
0.833
mIoU· 2022-05-09
TGANet: Text-guided attention for improved polyp segmentation Code
#43TransResU-Net
0.8214
mIoU· 2022-06-17
TransResU-Net: Transformer based ResU-Net for Real-Time Colonoscopy Polyp Segmentation Code
#44PEFNet
0.8163
mIoU· 2023-01-17
Multi Kernel Positional Embedding ConvNeXt for Polyp Segmentation Code
#45TransNetR
0.8016
mIoU· 2023-03-13
TransNetR: Transformer-based Residual Network for Polyp Segmentation with Multi-Center Out-of-Distribution Testing Code
#46DDANet
0.78
mIoU· 2020-12-30
DDANet: Dual Decoder Attention Network for Automatic Polyp Segmentation Code
#47ResUNet++ + 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
#48Yolo-SAM 2
0.764
mIoU· 2024-09-14
Self-Prompting Polyp Segmentation in Colonoscopy using Hybrid Yolo-SAM 2 Model Code
#49DoubleUnet-DCA
0.7434
mIoU· 2023-03-30
Dual Cross-Attention for Medical Image Segmentation Code
#50ColonSegNet
0.7239
mIoU· 2020-11-15
Real-Time Polyp Detection, Localization and Segmentation in Colonoscopy Using Deep Learning Code
#51RUPNet
0.6553
mIoU· 2023-01-06
RUPNet: Residual upsampling network for real-time polyp segmentation