Medical Image Segmentation on CVC-ColonDB

Metric: mean Dice (higher is better)

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#	Model↕	mean Dice▼	Extra Data	Paper	Date↕	Code
1	RAPUNet	0.9526	No	-	-	Code
2	DUCK-Net	0.9353	No	Using DUCK-Net for Polyp Image Segmentation	2023-11-03	Code
3	EMCAD	0.9231	No	EMCAD: Efficient Multi-scale Convolutional Atten...	2024-05-11	Code
4	SegMed	0.921	No	-	-	-
5	UniNet	0.919	No	-	-	Code
6	ProMISe	0.874	No	ProMISe: Promptable Medical Image Segmentation u...	2024-03-07	Code
7	Meta-Polyp	0.867	No	Meta-Polyp: a baseline for efficient Polyp segme...	2023-05-13	Code
8	ResUNet++ + TTA	0.8474	Yes	A Comprehensive Study on Colorectal Polyp Segmen...	2021-07-26	Code
9	PVT-GCASCADE	0.8261	No	G-CASCADE: Efficient Cascaded Graph Convolutiona...	2023-10-24	Code
10	PVT-CASCADE	0.8254	No	-	-	Code
11	DuAT	0.819	No	DuAT: Dual-Aggregation Transformer Network for M...	2022-12-21	Code
12	ESFPNet-L	0.811	No	ESFPNet: efficient deep learning architecture fo...	2022-07-15	Code
13	Polyp-PVT	0.808	No	Polyp-PVT: Polyp Segmentation with Pyramid Visio...	2021-08-16	Code
14	SSFormer-L	0.802	No	Stepwise Feature Fusion: Local Guides Global	2022-03-07	Code
15	UACANet-S	0.783	No	UACANet: Uncertainty Augmented Context Attention...	2021-07-06	Code
16	SAM-EG	0.774	No	SAM-EG: Segment Anything Model with Egde Guidanc...	2024-06-21	-
17	HarDNet-DFUS	0.774	No	HarDNet-DFUS: An Enhanced Harmonically-Connected...	2022-09-15	Code
18	CaraNet	0.773	No	CaraNet: Context Axial Reverse Attention Network...	2021-08-16	Code
19	TransFuse-S	0.773	No	TransFuse: Fusing Transformers and CNNs for Medi...	2021-02-16	Code
20	KDAS	0.759	No	KDAS: Knowledge Distillation via Attention Super...	2023-12-13	Code
21	COMMA (Res2Net-50)	0.754	No	-	-	-
22	UACANet-L	0.751	No	UACANet: Uncertainty Augmented Context Attention...	2021-07-06	Code
23	TransFuse-L	0.744	No	TransFuse: Fusing Transformers and CNNs for Medi...	2021-02-16	Code
24	HarDNet-MSEG	0.731	No	HarDNet-MSEG: A Simple Encoder-Decoder Polyp Seg...	2021-01-18	Code
25	PraNet	0.709	No	PraNet: Parallel Reverse Attention Network for P...	2020-06-13	Code

#1RAPUNet
0.9526
mean Dice
No paperCode
#2DUCK-NetSOTA
0.9353
mean Dice· 2023-11-03
Using DUCK-Net for Polyp Image Segmentation Code
#3EMCAD
0.9231
mean Dice· 2024-05-11
EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation Code
#4SegMed
0.921
mean Dice
No paper
#5UniNet
0.919
mean Dice
No paperCode
#6ProMISe
0.874
mean Dice· 2024-03-07
ProMISe: Promptable Medical Image Segmentation using SAM Code
#7Meta-PolypSOTA
0.867
mean Dice· 2023-05-13
Meta-Polyp: a baseline for efficient Polyp segmentation Code
#8ResUNet++ + TTASOTA
0.8474
mean Dice· Extra Data· 2021-07-26
A Comprehensive Study on Colorectal Polyp Segmentation with ResUNet++, Conditional Random Field and Test-Time Augmentation Code
#9PVT-GCASCADE
0.8261
mean Dice· 2023-10-24
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation Code
#10PVT-CASCADE
0.8254
mean Dice
No paperCode
#11DuAT
0.819
mean Dice· 2022-12-21
DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation Code
#12ESFPNet-L
0.811
mean Dice· 2022-07-15
ESFPNet: efficient deep learning architecture for real-time lesion segmentation in autofluorescence bronchoscopic video Code
#13Polyp-PVT
0.808
mean Dice· 2021-08-16
Polyp-PVT: Polyp Segmentation with Pyramid Vision Transformers Code
#14SSFormer-L
0.802
mean Dice· 2022-03-07
Stepwise Feature Fusion: Local Guides Global Code
#15UACANet-SSOTA
0.783
mean Dice· 2021-07-06
UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation Code
#16SAM-EG
0.774
mean Dice· 2024-06-21
SAM-EG: Segment Anything Model with Egde Guidance framework for efficient Polyp Segmentation
#17HarDNet-DFUS
0.774
mean Dice· 2022-09-15
HarDNet-DFUS: An Enhanced Harmonically-Connected Network for Diabetic Foot Ulcer Image Segmentation and Colonoscopy Polyp Segmentation Code
#18CaraNet
0.773
mean Dice· 2021-08-16
CaraNet: Context Axial Reverse Attention Network for Segmentation of Small Medical Objects Code
#19TransFuse-SSOTA
0.773
mean Dice· 2021-02-16
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Code
#20KDAS
0.759
mean Dice· 2023-12-13
KDAS: Knowledge Distillation via Attention Supervision Framework for Polyp Segmentation Code
#21COMMA (Res2Net-50)
0.754
mean Dice
No paper
#22UACANet-L
0.751
mean Dice· 2021-07-06
UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation Code
#23TransFuse-L
0.744
mean Dice· 2021-02-16
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Code
#24HarDNet-MSEGSOTA
0.731
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
#25PraNetSOTA
0.709
mean Dice· 2020-06-13
PraNet: Parallel Reverse Attention Network for Polyp Segmentation Code