Medical Image Segmentation on CVC-ClinicDB

Metric: mIoU (higher is better)

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#	Model↕	mIoU▼	Extra Data	Paper	Date↕	Code
1	DUCK-Net	0.9343	No	Adaptive t-vMF Dice Loss for Multi-class Medical...	2022-07-16	Code
2	RAPUNet	0.926	No	-	-	Code
3	RaBiT	0.911	No	RaBiT: An Efficient Transformer using Bidirectio...	2023-07-12	Code
4	Yolo-SAM 2	0.909	No	Self-Prompting Polyp Segmentation in Colonoscopy...	2024-09-14	Code
5	UGCANet	0.907	No	UGCANet: A Unified Global Context-Aware Transfor...	2023-07-12	-
6	ESFPNet-L	0.907	No	ESFPNet: efficient deep learning architecture fo...	2022-07-15	Code
7	Hi-gMISnet	0.9068	No	-	-	Code
8	DuAT	0.906	No	DuAT: Dual-Aggregation Transformer Network for M...	2022-12-21	Code
9	ColonFormer	0.903	No	ColonFormer: An Efficient Transformer based Meth...	2022-05-17	Code
10	SegMed	0.902	No	-	-	-
11	FCBFormer	0.902	No	FCN-Transformer Feature Fusion for Polyp Segment...	2022-08-17	Code
12	PVT-GCASCADE	0.9018	No	G-CASCADE: Efficient Cascaded Graph Convolutiona...	2023-10-24	Code
13	DUCK-Net	0.9009	No	Using DUCK-Net for Polyp Image Segmentation	2023-11-03	Code
14	PVT-CASCADE	0.8998	No	-	-	Code
15	SSFormer-L	0.8995	No	Stepwise Feature Fusion: Local Guides Global	2022-03-07	Code
16	Polar U-Net	0.8977	No	-	-	Code
17	UniNet	0.895	No	-	-	Code
18	MADGNet	0.895	No	Modality-agnostic Domain Generalizable Medical I...	2024-05-10	Code
19	MEGANet(Res2Net-50)	0.894	No	MEGANet: Multi-Scale Edge-Guided Attention Netwo...	2023-09-06	Code
20	COMMA (Res2Net-50)	0.891	No	-	-	-
21	ADSNet	0.89	No	Adaptation of Distinct Semantics for Uncertain A...	2024-05-13	Code
22	CaraNet	0.887	No	CaraNet: Context Axial Reverse Attention Network...	2021-08-16	Code
23	MEGANet(ResNet-34)	0.885	No	MEGANet: Multi-Scale Edge-Guided Attention Netwo...	2023-09-06	Code
24	SAM-EG	0.879	No	SAM-EG: Segment Anything Model with Egde Guidanc...	2024-06-21	-
25	KDAS	0.872	No	KDAS: Knowledge Distillation via Attention Super...	2023-12-13	Code
26	COMMA (ResNet-50)	0.871	No	-	-	-
27	Polyp-SAM++	0.86	No	Polyp-SAM++: Can A Text Guided SAM Perform Bette...	2023-08-12	Code
28	M3FPolypSegNet	0.8507	No	M3FPolypSegNet: Segmentation Network with Multi-...	2023-10-09	-
29	DoubleUnet-DCA	0.8347	No	Dual Cross-Attention for Medical Image Segmentat...	2023-03-30	Code

#1DUCK-NetSOTA
0.9343
mIoU· 2022-07-16
Adaptive t-vMF Dice Loss for Multi-class Medical Image Segmentation Code
#2RAPUNet
0.926
mIoU
No paperCode
#3RaBiT
0.911
mIoU· 2023-07-12
RaBiT: An Efficient Transformer using Bidirectional Feature Pyramid Network with Reverse Attention for Colon Polyp Segmentation Code
#4Yolo-SAM 2
0.909
mIoU· 2024-09-14
Self-Prompting Polyp Segmentation in Colonoscopy using Hybrid Yolo-SAM 2 Model Code
#5UGCANet
0.907
mIoU· 2023-07-12
UGCANet: A Unified Global Context-Aware Transformer-based Network with Feature Alignment for Endoscopic Image Analysis
#6ESFPNet-LSOTA
0.907
mIoU· 2022-07-15
ESFPNet: efficient deep learning architecture for real-time lesion segmentation in autofluorescence bronchoscopic video Code
#7Hi-gMISnet
0.9068
mIoU
No paperCode
#8DuAT
0.906
mIoU· 2022-12-21
DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation Code
#9ColonFormerSOTA
0.903
mIoU· 2022-05-17
ColonFormer: An Efficient Transformer based Method for Colon Polyp Segmentation Code
#10SegMed
0.902
mIoU
No paper
#11FCBFormer
0.902
mIoU· 2022-08-17
FCN-Transformer Feature Fusion for Polyp Segmentation Code
#12PVT-GCASCADE
0.9018
mIoU· 2023-10-24
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation Code
#13DUCK-Net
0.9009
mIoU· 2023-11-03
Using DUCK-Net for Polyp Image Segmentation Code
#14PVT-CASCADE
0.8998
mIoU
No paperCode
#15SSFormer-LSOTA
0.8995
mIoU· 2022-03-07
Stepwise Feature Fusion: Local Guides Global Code
#16Polar U-Net
0.8977
mIoU
No paperCode
#17UniNet
0.895
mIoU
No paperCode
#18MADGNet
0.895
mIoU· 2024-05-10
Modality-agnostic Domain Generalizable Medical Image Segmentation by Multi-Frequency in Multi-Scale Attention Code
#19MEGANet(Res2Net-50)
0.894
mIoU· 2023-09-06
MEGANet: Multi-Scale Edge-Guided Attention Network for Weak Boundary Polyp Segmentation Code
#20COMMA (Res2Net-50)
0.891
mIoU
No paper
#21ADSNet
0.89
mIoU· 2024-05-13
Adaptation of Distinct Semantics for Uncertain Areas in Polyp Segmentation Code
#22CaraNetSOTA
0.887
mIoU· 2021-08-16
CaraNet: Context Axial Reverse Attention Network for Segmentation of Small Medical Objects Code
#23MEGANet(ResNet-34)
0.885
mIoU· 2023-09-06
MEGANet: Multi-Scale Edge-Guided Attention Network for Weak Boundary Polyp Segmentation Code
#24SAM-EG
0.879
mIoU· 2024-06-21
SAM-EG: Segment Anything Model with Egde Guidance framework for efficient Polyp Segmentation
#25KDAS
0.872
mIoU· 2023-12-13
KDAS: Knowledge Distillation via Attention Supervision Framework for Polyp Segmentation Code
#26COMMA (ResNet-50)
0.871
mIoU
No paper
#27Polyp-SAM++
0.86
mIoU· 2023-08-12
Polyp-SAM++: Can A Text Guided SAM Perform Better for Polyp Segmentation?Code
#28M3FPolypSegNet
0.8507
mIoU· 2023-10-09
M3FPolypSegNet: Segmentation Network with Multi-frequency Feature Fusion for Polyp Localization in Colonoscopy Images
#29DoubleUnet-DCA
0.8347
mIoU· 2023-03-30
Dual Cross-Attention for Medical Image Segmentation Code