Medical Image Segmentation on Kvasir-SEG

Metric: Average MAE (lower is better)

LeaderboardDataset

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Results

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#	Model↕	Average MAE▲	Extra Data	Paper	Date↕	Code
1	BDG-Net	0.021	No	BDG-Net: Boundary Distribution Guided Network fo...	2022-01-03	Code
2	DuAT	0.023	No	DuAT: Dual-Aggregation Transformer Network for M...	2022-12-21	Code
3	CaraNet	0.023	No	CaraNet: Context Axial Reverse Attention Network...	2021-08-16	Code
4	COMMA (ResNet-50)	0.024	No	-	-	-
5	MEGANet(Res2Net-50)	0.025	No	MEGANet: Multi-Scale Edge-Guided Attention Netwo...	2023-09-06	Code
6	HarDNet-MSEG	0.025	No	HarDNet-MSEG: A Simple Encoder-Decoder Polyp Seg...	2021-01-18	Code
7	UACANet-L	0.025	No	UACANet: Uncertainty Augmented Context Attention...	2021-07-06	Code
8	MEGANet(ResNet-34)	0.026	No	MEGANet: Multi-Scale Edge-Guided Attention Netwo...	2023-09-06	Code
9	UACANet-S	0.026	No	UACANet: Uncertainty Augmented Context Attention...	2021-07-06	Code
10	KDAS	0.027	No	KDAS: Knowledge Distillation via Attention Super...	2023-12-13	Code
11	COMMA (Res2Net-50)	0.027	No	-	-	-
12	PraNet	0.03	No	PraNet: Parallel Reverse Attention Network for P...	2020-06-13	Code
13	U-Net++	0.048	No	UNet++: A Nested U-Net Architecture for Medical ...	2018-07-18	Code
14	U-Net	0.055	No	Flare7K: A Phenomenological Nighttime Flare Remo...	2022-10-12	Code
15	FANet	0.8153	No	FANet: A Feedback Attention Network for Improved...	2021-03-31	Code

#1BDG-NetSOTA
0.021
Average MAE· 2022-01-03
BDG-Net: Boundary Distribution Guided Network for Accurate Polyp Segmentation Code
#2DuAT
0.023
Average MAE· 2022-12-21
DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation Code
#3CaraNetSOTA
0.023
Average MAE· 2021-08-16
CaraNet: Context Axial Reverse Attention Network for Segmentation of Small Medical Objects Code
#4COMMA (ResNet-50)
0.024
Average MAE
No paper
#5MEGANet(Res2Net-50)
0.025
Average MAE· 2023-09-06
MEGANet: Multi-Scale Edge-Guided Attention Network for Weak Boundary Polyp Segmentation Code
#6HarDNet-MSEGSOTA
0.025
Average MAE· 2021-01-18
HarDNet-MSEG: A Simple Encoder-Decoder Polyp Segmentation Neural Network that Achieves over 0.9 Mean Dice and 86 FPS Code
#7UACANet-L
0.025
Average MAE· 2021-07-06
UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation Code
#8MEGANet(ResNet-34)
0.026
Average MAE· 2023-09-06
MEGANet: Multi-Scale Edge-Guided Attention Network for Weak Boundary Polyp Segmentation Code
#9UACANet-S
0.026
Average MAE· 2021-07-06
UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation Code
#10KDAS
0.027
Average MAE· 2023-12-13
KDAS: Knowledge Distillation via Attention Supervision Framework for Polyp Segmentation Code
#11COMMA (Res2Net-50)
0.027
Average MAE
No paper
#12PraNetSOTA
0.03
Average MAE· 2020-06-13
PraNet: Parallel Reverse Attention Network for Polyp Segmentation Code
#13U-Net++SOTA
0.048
Average MAE· 2018-07-18
UNet++: A Nested U-Net Architecture for Medical Image Segmentation Code
#14U-Net
0.055
Average MAE· 2022-10-12
Flare7K: A Phenomenological Nighttime Flare Removal Dataset Code
#15FANet
0.8153
Average MAE· 2021-03-31
FANet: A Feedback Attention Network for Improved Biomedical Image Segmentation Code