Medical Image Segmentation on ETIS-LARIBPOLYPDB

Metric: mIoU (higher is better)

LeaderboardDataset

Loading chart...

Results

Sort:

#	Model↕	mIoU▼	Extra Data	Paper	Date↕	Code
1	RAPUNet	0.9179	No	-	-	Code
2	SegMed	0.879	No	-	-	-
3	DUCK-Net	0.8788	No	Using DUCK-Net for Polyp Image Segmentation	2023-11-03	Code
4	ResUNet++	0.7534	No	ResUNet++: An Advanced Architecture for Medical ...	2019-11-16	Code
5	ProMISe	0.75	No	ProMISe: Promptable Medical Image Segmentation u...	2024-03-07	Code
6	ESFPNet-L	0.748	No	ESFPNet: efficient deep learning architecture fo...	2022-07-15	Code
7	DuAT	0.746	No	DuAT: Dual-Aggregation Transformer Network for M...	2022-12-21	Code
8	ResUNet++ + TTA	0.7458	No	A Comprehensive Study on Colorectal Polyp Segmen...	2021-07-26	Code
9	PVT-CASCADE	0.7258	No	-	-	Code
10	SSFormer-L	0.72	No	Stepwise Feature Fusion: Local Guides Global	2022-03-07	Code
11	MEGANet(ResNet-34)	0.709	No	MEGANet: Multi-Scale Edge-Guided Attention Netwo...	2023-09-06	Code
12	Meta-Polyp	0.704	No	Meta-Polyp: a baseline for efficient Polyp segme...	2023-05-13	Code
13	UACANet-L	0.689	No	UACANet: Uncertainty Augmented Context Attention...	2021-07-06	Code
14	SAM-EG	0.681	No	SAM-EG: Segment Anything Model with Egde Guidanc...	2024-06-21	-
15	CaraNet	0.672	No	CaraNet: Context Axial Reverse Attention Network...	2021-08-16	Code
16	MEGANet(Res2Net-50)	0.665	No	MEGANet: Multi-Scale Edge-Guided Attention Netwo...	2023-09-06	Code
17	TransFuse-L	0.661	No	TransFuse: Fusing Transformers and CNNs for Medi...	2021-02-16	Code
18	TransFuse-S	0.659	No	TransFuse: Fusing Transformers and CNNs for Medi...	2021-02-16	Code
19	COMMA (Res2Net-50)	0.648	No	-	-	-
20	UACANet-S	0.615	No	UACANet: Uncertainty Augmented Context Attention...	2021-07-06	Code
21	HarDNet-MSEG	0.613	No	HarDNet-MSEG: A Simple Encoder-Decoder Polyp Seg...	2021-01-18	Code
22	PraNet	0.567	No	PraNet: Parallel Reverse Attention Network for P...	2020-06-13	Code

#1RAPUNet
0.9179
mIoU
No paperCode
#2SegMed
0.879
mIoU
No paper
#3DUCK-NetSOTA
0.8788
mIoU· 2023-11-03
Using DUCK-Net for Polyp Image Segmentation Code
#4ResUNet++SOTA
0.7534
mIoU· 2019-11-16
ResUNet++: An Advanced Architecture for Medical Image Segmentation Code
#5ProMISe
0.75
mIoU· 2024-03-07
ProMISe: Promptable Medical Image Segmentation using SAM Code
#6ESFPNet-L
0.748
mIoU· 2022-07-15
ESFPNet: efficient deep learning architecture for real-time lesion segmentation in autofluorescence bronchoscopic video Code
#7DuAT
0.746
mIoU· 2022-12-21
DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation Code
#8ResUNet++ + TTA
0.7458
mIoU· 2021-07-26
A Comprehensive Study on Colorectal Polyp Segmentation with ResUNet++, Conditional Random Field and Test-Time Augmentation Code
#9PVT-CASCADE
0.7258
mIoU
No paperCode
#10SSFormer-L
0.72
mIoU· 2022-03-07
Stepwise Feature Fusion: Local Guides Global Code
#11MEGANet(ResNet-34)
0.709
mIoU· 2023-09-06
MEGANet: Multi-Scale Edge-Guided Attention Network for Weak Boundary Polyp Segmentation Code
#12Meta-Polyp
0.704
mIoU· 2023-05-13
Meta-Polyp: a baseline for efficient Polyp segmentation Code
#13UACANet-L
0.689
mIoU· 2021-07-06
UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation Code
#14SAM-EG
0.681
mIoU· 2024-06-21
SAM-EG: Segment Anything Model with Egde Guidance framework for efficient Polyp Segmentation
#15CaraNet
0.672
mIoU· 2021-08-16
CaraNet: Context Axial Reverse Attention Network for Segmentation of Small Medical Objects Code
#16MEGANet(Res2Net-50)
0.665
mIoU· 2023-09-06
MEGANet: Multi-Scale Edge-Guided Attention Network for Weak Boundary Polyp Segmentation Code
#17TransFuse-L
0.661
mIoU· 2021-02-16
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Code
#18TransFuse-S
0.659
mIoU· 2021-02-16
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Code
#19COMMA (Res2Net-50)
0.648
mIoU
No paper
#20UACANet-S
0.615
mIoU· 2021-07-06
UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation Code
#21HarDNet-MSEG
0.613
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
#22PraNet
0.567
mIoU· 2020-06-13
PraNet: Parallel Reverse Attention Network for Polyp Segmentation Code