2D Object Detection on CAMO

Metric: MAE (lower is better)

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#	Model↕	MAE▲	Augmentations	Paper	Date↕	Code
1	FOCUS	0.025	No	FOCUS: Towards Universal Foreground Segmentation	2025-01-09	Code
2	BiRefNet	0.03	No	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
3	ZoomNeXt-PVTv2-B4	0.04	No	ZoomNeXt: A Unified Collaborative Pyramid Networ...	2023-10-31	Code
4	ZoomNeXt-PVTv2-B5	0.041	No	ZoomNeXt: A Unified Collaborative Pyramid Networ...	2023-10-31	Code
5	SAMFusion	0.056	Yes	-	-	Code
6	EVPv2	0.058	No	Explicit Visual Prompting for Universal Foregrou...	2023-05-29	Code
7	EVPv1	0.059	No	Explicit Visual Prompting for Low-Level Structur...	2023-03-20	Code
8	ZoomNeXt-ResNet-50	0.065	No	ZoomNeXt: A Unified Collaborative Pyramid Networ...	2023-10-31	Code
9	SINet-V2	0.07	No	Concealed Object Detection	2021-02-20	Code
10	MirrorNet-ResNeXt152	0.077	No	MirrorNet: Bio-Inspired Camouflaged Object Segme...	2020-07-25	-
11	RDVP-MSD	0.081	No	-	-	-
12	ProMaC	0.09	No	Leveraging Hallucinations to Reduce Manual Promp...	2024-08-27	Code
13	PraNet	0.094	Yes	PraNet: Parallel Reverse Attention Network for P...	2020-06-13	Code
14	SINet	0.1	No	-	-	Code
15	EGNet	0.104	Yes	-	-	Code
16	GenSAM	0.113	No	Relax Image-Specific Prompt Requirement in SAM: ...	2023-12-12	Code
17	BASNet	0.159	Yes	-	-	Code

#1FOCUSSOTA
0.025
MAE· 2025-01-09
FOCUS: Towards Universal Foreground Segmentation Code
#2BiRefNetSOTA
0.03
MAE· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#3ZoomNeXt-PVTv2-B4SOTA
0.04
MAE· 2023-10-31
ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection Code
#4ZoomNeXt-PVTv2-B5SOTA
0.041
MAE· 2023-10-31
ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection Code
#5SAMFusion
0.056
MAE· Augmentations
No paperCode
#6EVPv2SOTA
0.058
MAE· 2023-05-29
Explicit Visual Prompting for Universal Foreground Segmentations Code
#7EVPv1SOTA
0.059
MAE· 2023-03-20
Explicit Visual Prompting for Low-Level Structure Segmentations Code
#8ZoomNeXt-ResNet-50
0.065
MAE· 2023-10-31
ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection Code
#9SINet-V2SOTA
0.07
MAE· 2021-02-20
Concealed Object Detection Code
#10MirrorNet-ResNeXt152SOTA
0.077
MAE· 2020-07-25
MirrorNet: Bio-Inspired Camouflaged Object Segmentation
#11RDVP-MSD
0.081
MAE
No paper
#12ProMaC
0.09
MAE· 2024-08-27
Leveraging Hallucinations to Reduce Manual Prompt Dependency in Promptable Segmentation Code
#13PraNetSOTA
0.094
MAE· Augmentations· 2020-06-13
PraNet: Parallel Reverse Attention Network for Polyp Segmentation Code
#14SINet
0.1
MAE
No paperCode
#15EGNet
0.104
MAE· Augmentations
No paperCode
#16GenSAM
0.113
MAE· 2023-12-12
Relax Image-Specific Prompt Requirement in SAM: A Single Generic Prompt for Segmenting Camouflaged Objects Code
#17BASNet
0.159
MAE· Augmentations
No paperCode