Medical Image Segmentation on CVC-ColonDB

Metric: Average MAE (lower is better)

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#	Model↕	Average MAE▲	Extra Data	Paper	Date↕	Code
1	DuAT	0.026	No	DuAT: Dual-Aggregation Transformer Network for M...	2022-12-21	Code
2	Polyp-PVT	0.031	No	Polyp-PVT: Polyp Segmentation with Pyramid Visio...	2021-08-16	Code
3	KDAS	0.032	No	KDAS: Knowledge Distillation via Attention Super...	2023-12-13	Code
4	UACANet-S	0.034	No	UACANet: Uncertainty Augmented Context Attention...	2021-07-06	Code
5	COMMA (Res2Net-50)	0.037	No	-	-	-
6	UACANet-L	0.039	No	UACANet: Uncertainty Augmented Context Attention...	2021-07-06	Code
7	CaraNet	0.042	No	CaraNet: Context Axial Reverse Attention Network...	2021-08-16	Code
8	PraNet	0.045	No	PraNet: Parallel Reverse Attention Network for P...	2020-06-13	Code

#1DuATSOTA
0.026
Average MAE· 2022-12-21
DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation Code
#2Polyp-PVTSOTA
0.031
Average MAE· 2021-08-16
Polyp-PVT: Polyp Segmentation with Pyramid Vision Transformers Code
#3KDAS
0.032
Average MAE· 2023-12-13
KDAS: Knowledge Distillation via Attention Supervision Framework for Polyp Segmentation Code
#4UACANet-SSOTA
0.034
Average MAE· 2021-07-06
UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation Code
#5COMMA (Res2Net-50)
0.037
Average MAE
No paper
#6UACANet-LSOTA
0.039
Average MAE· 2021-07-06
UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation Code
#7CaraNet
0.042
Average MAE· 2021-08-16
CaraNet: Context Axial Reverse Attention Network for Segmentation of Small Medical Objects Code
#8PraNetSOTA
0.045
Average MAE· 2020-06-13
PraNet: Parallel Reverse Attention Network for Polyp Segmentation Code