Object Detection on SIP

Metric: Average MAE (lower is better)

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#	Model↕	Average MAE▲	Extra Data	Paper	Date↕	Code
1	DFormer-L	0.032	No	DFormer: Rethinking RGBD Representation Learning...	2023-09-18	Code
2	VST	0.04	No	Visual Saliency Transformer	2021-04-25	Code
3	CoLANet	0.042	No	CoLA: Conditional Dropout and Language-driven Ro...	2024-07-09	Code
4	SPSN	0.042	No	SPSN: Superpixel Prototype Sampling Network for ...	2022-07-16	Code
5	DDNet	0.043	Yes	Densely Deformable Efficient Salient Object Dete...	2021-02-12	Code
6	BTS-Net	0.044	No	BTS-Net: Bi-directional Transfer-and-Selection N...	2021-04-05	Code
7	UCNet-CVAE	0.045	No	Uncertainty Inspired RGB-D Saliency Detection	2020-09-07	Code
8	JL-DCF*	0.046	Yes	Siamese Network for RGB-D Salient Object Detecti...	2020-08-26	Code
9	UCNet-ABP	0.049	No	Uncertainty Inspired RGB-D Saliency Detection	2020-09-07	Code
10	JL-DCF	0.051	No	JL-DCF: Joint Learning and Densely-Cooperative F...	2020-04-18	Code
11	UC-Net	0.051	No	UC-Net: Uncertainty Inspired RGB-D Saliency Dete...	2020-04-13	Code
12	BiANet	0.052	No	Bilateral Attention Network for RGB-D Salient Ob...	2020-04-30	Code
13	BBS-Net	0.055	No	Bifurcated backbone strategy for RGB-D salient o...	2020-07-06	Code
14	PGAR	0.059	No	Progressively Guided Alternate Refinement Networ...	2020-08-17	Code
15	D3Net	0.063	No	Rethinking RGB-D Salient Object Detection: Model...	2019-07-15	Code
16	CPFP	0.064	No	-	-	Code

#1DFormer-LSOTA
0.032
Average MAE· 2023-09-18
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation Code
#2VSTSOTA
0.04
Average MAE· 2021-04-25
Visual Saliency Transformer Code
#3CoLANet
0.042
Average MAE· 2024-07-09
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection Code
#4SPSN
0.042
Average MAE· 2022-07-16
SPSN: Superpixel Prototype Sampling Network for RGB-D Salient Object Detection Code
#5DDNetSOTA
0.043
Average MAE· Extra Data· 2021-02-12
Densely Deformable Efficient Salient Object Detection Network Code
#6BTS-Net
0.044
Average MAE· 2021-04-05
BTS-Net: Bi-directional Transfer-and-Selection Network For RGB-D Salient Object Detection Code
#7UCNet-CVAESOTA
0.045
Average MAE· 2020-09-07
Uncertainty Inspired RGB-D Saliency Detection Code
#8JL-DCF*SOTA
0.046
Average MAE· Extra Data· 2020-08-26
Siamese Network for RGB-D Salient Object Detection and Beyond Code
#9UCNet-ABP
0.049
Average MAE· 2020-09-07
Uncertainty Inspired RGB-D Saliency Detection Code
#10JL-DCF
0.051
Average MAE· 2020-04-18
JL-DCF: Joint Learning and Densely-Cooperative Fusion Framework for RGB-D Salient Object Detection Code
#11UC-NetSOTA
0.051
Average MAE· 2020-04-13
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders Code
#12BiANet
0.052
Average MAE· 2020-04-30
Bilateral Attention Network for RGB-D Salient Object Detection Code
#13BBS-Net
0.055
Average MAE· 2020-07-06
Bifurcated backbone strategy for RGB-D salient object detection Code
#14PGAR
0.059
Average MAE· 2020-08-17
Progressively Guided Alternate Refinement Network for RGB-D Salient Object Detection Code
#15D3NetSOTA
0.063
Average MAE· 2019-07-15
Rethinking RGB-D Salient Object Detection: Models, Data Sets, and Large-Scale Benchmarks Code
#16CPFP
0.064
Average MAE
No paperCode