Medical Image Segmentation on CVC-ColonDB

Metric: mIoU (higher is better)

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#	Model↕	mIoU▼	Extra Data	Paper	Date↕	Code
1	RAPUNet	0.9096	No	-	-	Code
2	DUCK-Net	0.8785	No	Using DUCK-Net for Polyp Image Segmentation	2023-11-03	Code
3	UniNet	0.856	No	-	-	Code
4	SegMed	0.854	No	-	-	-
5	ResUNet++ + TTA	0.8466	Yes	A Comprehensive Study on Colorectal Polyp Segmen...	2021-07-26	Code
6	Meta-Polyp	0.79	No	Meta-Polyp: a baseline for efficient Polyp segme...	2023-05-13	Code
7	ProMISe	0.789	No	ProMISe: Promptable Medical Image Segmentation u...	2024-03-07	Code
8	PVT-GCASCADE	0.746	No	G-CASCADE: Efficient Cascaded Graph Convolutiona...	2023-10-24	Code
9	PVT-CASCADE	0.7453	No	-	-	Code
10	DuAT	0.737	No	DuAT: Dual-Aggregation Transformer Network for M...	2022-12-21	Code
11	ESFPNet-L	0.73	No	ESFPNet: efficient deep learning architecture fo...	2022-07-15	Code
12	Polyp-PVT	0.727	No	Polyp-PVT: Polyp Segmentation with Pyramid Visio...	2021-08-16	Code
13	SSFormer-L	0.721	No	Stepwise Feature Fusion: Local Guides Global	2022-03-07	Code
14	UACANet-S	0.704	No	UACANet: Uncertainty Augmented Context Attention...	2021-07-06	Code
15	TransFuse-S	0.696	No	TransFuse: Fusing Transformers and CNNs for Medi...	2021-02-16	Code
16	SAM-EG	0.689	No	SAM-EG: Segment Anything Model with Egde Guidanc...	2024-06-21	-
17	CaraNet	0.689	No	CaraNet: Context Axial Reverse Attention Network...	2021-08-16	Code
18	COMMA (Res2Net-50)	0.689	No	-	-	-
19	KDAS	0.679	No	KDAS: Knowledge Distillation via Attention Super...	2023-12-13	Code
20	UACANet-L	0.678	No	UACANet: Uncertainty Augmented Context Attention...	2021-07-06	Code
21	TransFuse-L	0.676	No	TransFuse: Fusing Transformers and CNNs for Medi...	2021-02-16	Code
22	HarDNet-MSEG	0.66	No	HarDNet-MSEG: A Simple Encoder-Decoder Polyp Seg...	2021-01-18	Code
23	PraNet	0.649	No	PraNet: Parallel Reverse Attention Network for P...	2020-06-13	Code

#1RAPUNet
0.9096
mIoU
No paperCode
#2DUCK-NetSOTA
0.8785
mIoU· 2023-11-03
Using DUCK-Net for Polyp Image Segmentation Code
#3UniNet
0.856
mIoU
No paperCode
#4SegMed
0.854
mIoU
No paper
#5ResUNet++ + TTASOTA
0.8466
mIoU· Extra Data· 2021-07-26
A Comprehensive Study on Colorectal Polyp Segmentation with ResUNet++, Conditional Random Field and Test-Time Augmentation Code
#6Meta-Polyp
0.79
mIoU· 2023-05-13
Meta-Polyp: a baseline for efficient Polyp segmentation Code
#7ProMISe
0.789
mIoU· 2024-03-07
ProMISe: Promptable Medical Image Segmentation using SAM Code
#8PVT-GCASCADE
0.746
mIoU· 2023-10-24
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation Code
#9PVT-CASCADE
0.7453
mIoU
No paperCode
#10DuAT
0.737
mIoU· 2022-12-21
DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation Code
#11ESFPNet-L
0.73
mIoU· 2022-07-15
ESFPNet: efficient deep learning architecture for real-time lesion segmentation in autofluorescence bronchoscopic video Code
#12Polyp-PVT
0.727
mIoU· 2021-08-16
Polyp-PVT: Polyp Segmentation with Pyramid Vision Transformers Code
#13SSFormer-L
0.721
mIoU· 2022-03-07
Stepwise Feature Fusion: Local Guides Global Code
#14UACANet-SSOTA
0.704
mIoU· 2021-07-06
UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation Code
#15TransFuse-SSOTA
0.696
mIoU· 2021-02-16
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Code
#16SAM-EG
0.689
mIoU· 2024-06-21
SAM-EG: Segment Anything Model with Egde Guidance framework for efficient Polyp Segmentation
#17CaraNet
0.689
mIoU· 2021-08-16
CaraNet: Context Axial Reverse Attention Network for Segmentation of Small Medical Objects Code
#18COMMA (Res2Net-50)
0.689
mIoU
No paper
#19KDAS
0.679
mIoU· 2023-12-13
KDAS: Knowledge Distillation via Attention Supervision Framework for Polyp Segmentation Code
#20UACANet-L
0.678
mIoU· 2021-07-06
UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation Code
#21TransFuse-L
0.676
mIoU· 2021-02-16
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Code
#22HarDNet-MSEGSOTA
0.66
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
#23PraNetSOTA
0.649
mIoU· 2020-06-13
PraNet: Parallel Reverse Attention Network for Polyp Segmentation Code