Medical Image Segmentation on ETIS-LARIBPOLYPDB

Metric: mean Dice (higher is better)

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#	Model↕	mean Dice▼	Extra Data	Paper	Date↕	Code
1	RAPUNet	0.9572	No	-	-	Code
2	SegMed	0.936	No	-	-	-
3	DUCK-Net	0.9354	No	Using DUCK-Net for Polyp Image Segmentation	2023-11-03	Code
4	EMCAD	0.9229	No	EMCAD: Efficient Multi-scale Convolutional Atten...	2024-05-11	Code
5	ProMISe	0.84	No	ProMISe: Promptable Medical Image Segmentation u...	2024-03-07	Code
6	RSAFormer	0.835	No	-	-	Code
7	ESFPNet-L	0.823	No	ESFPNet: efficient deep learning architecture fo...	2022-07-15	Code
8	DuAT	0.822	No	DuAT: Dual-Aggregation Transformer Network for M...	2022-12-21	Code
9	PVT-CASCADE	0.8007	No	-	-	Code
10	SSFormer-L	0.796	No	Stepwise Feature Fusion: Local Guides Global	2022-03-07	Code
11	MEGANet(ResNet-34)	0.789	No	MEGANet: Multi-Scale Edge-Guided Attention Netwo...	2023-09-06	Code
12	Meta-Polyp	0.78	No	Meta-Polyp: a baseline for efficient Polyp segme...	2023-05-13	Code
13	UACANet-L	0.766	No	UACANet: Uncertainty Augmented Context Attention...	2021-07-06	Code
14	SAM-EG	0.757	No	SAM-EG: Segment Anything Model with Egde Guidanc...	2024-06-21	-
15	CaraNet	0.747	No	CaraNet: Context Axial Reverse Attention Network...	2021-08-16	Code
16	MEGANet(Res2Net-50)	0.739	No	MEGANet: Multi-Scale Edge-Guided Attention Netwo...	2023-09-06	Code
17	TransFuse-L	0.737	No	TransFuse: Fusing Transformers and CNNs for Medi...	2021-02-16	Code
18	TransFuse-S	0.733	No	TransFuse: Fusing Transformers and CNNs for Medi...	2021-02-16	Code
19	HarDNet-DFUS	0.73	No	HarDNet-DFUS: An Enhanced Harmonically-Connected...	2022-09-15	Code
20	COMMA (Res2Net-50)	0.711	No	-	-	-
21	UACANet-S	0.694	No	UACANet: Uncertainty Augmented Context Attention...	2021-07-06	Code
22	HarDNet-MSEG	0.677	No	HarDNet-MSEG: A Simple Encoder-Decoder Polyp Seg...	2021-01-18	Code
23	ResUNet++	0.6364	No	ResUNet++: An Advanced Architecture for Medical ...	2019-11-16	Code
24	PraNet	0.628	No	PraNet: Parallel Reverse Attention Network for P...	2020-06-13	Code
25	ResUNet++ + TTA	0.6136	No	A Comprehensive Study on Colorectal Polyp Segmen...	2021-07-26	Code

#1RAPUNet
0.9572
mean Dice
No paperCode
#2SegMed
0.936
mean Dice
No paper
#3DUCK-NetSOTA
0.9354
mean Dice· 2023-11-03
Using DUCK-Net for Polyp Image Segmentation Code
#4EMCAD
0.9229
mean Dice· 2024-05-11
EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation Code
#5ProMISe
0.84
mean Dice· 2024-03-07
ProMISe: Promptable Medical Image Segmentation using SAM Code
#6RSAFormer
0.835
mean Dice
No paperCode
#7ESFPNet-LSOTA
0.823
mean Dice· 2022-07-15
ESFPNet: efficient deep learning architecture for real-time lesion segmentation in autofluorescence bronchoscopic video Code
#8DuAT
0.822
mean Dice· 2022-12-21
DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation Code
#9PVT-CASCADE
0.8007
mean Dice
No paperCode
#10SSFormer-LSOTA
0.796
mean Dice· 2022-03-07
Stepwise Feature Fusion: Local Guides Global Code
#11MEGANet(ResNet-34)
0.789
mean Dice· 2023-09-06
MEGANet: Multi-Scale Edge-Guided Attention Network for Weak Boundary Polyp Segmentation Code
#12Meta-Polyp
0.78
mean Dice· 2023-05-13
Meta-Polyp: a baseline for efficient Polyp segmentation Code
#13UACANet-LSOTA
0.766
mean Dice· 2021-07-06
UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation Code
#14SAM-EG
0.757
mean Dice· 2024-06-21
SAM-EG: Segment Anything Model with Egde Guidance framework for efficient Polyp Segmentation
#15CaraNet
0.747
mean Dice· 2021-08-16
CaraNet: Context Axial Reverse Attention Network for Segmentation of Small Medical Objects Code
#16MEGANet(Res2Net-50)
0.739
mean Dice· 2023-09-06
MEGANet: Multi-Scale Edge-Guided Attention Network for Weak Boundary Polyp Segmentation Code
#17TransFuse-LSOTA
0.737
mean Dice· 2021-02-16
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Code
#18TransFuse-S
0.733
mean Dice· 2021-02-16
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Code
#19HarDNet-DFUS
0.73
mean Dice· 2022-09-15
HarDNet-DFUS: An Enhanced Harmonically-Connected Network for Diabetic Foot Ulcer Image Segmentation and Colonoscopy Polyp Segmentation Code
#20COMMA (Res2Net-50)
0.711
mean Dice
No paper
#21UACANet-S
0.694
mean Dice· 2021-07-06
UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation Code
#22HarDNet-MSEGSOTA
0.677
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
#23ResUNet++SOTA
0.6364
mean Dice· 2019-11-16
ResUNet++: An Advanced Architecture for Medical Image Segmentation Code
#24PraNet
0.628
mean Dice· 2020-06-13
PraNet: Parallel Reverse Attention Network for Polyp Segmentation Code
#25ResUNet++ + TTA
0.6136
mean Dice· 2021-07-26
A Comprehensive Study on Colorectal Polyp Segmentation with ResUNet++, Conditional Random Field and Test-Time Augmentation Code