3D on DES

Metric: Average MAE (lower is better)

LeaderboardDataset

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#	Model↕	Average MAE▲	Augmentations	Paper	Date↕	Code
1	DFormer-L	0.013	No	DFormer: Rethinking RGBD Representation Learning...	2023-09-18	Code
2	UCNet-ABP	0.016	No	Uncertainty Inspired RGB-D Saliency Detection	2020-09-07	Code
3	SPSN	0.016	No	SPSN: Superpixel Prototype Sampling Network for ...	2022-07-16	Code
4	UCNet-CVAE	0.016	No	Uncertainty Inspired RGB-D Saliency Detection	2020-09-07	Code
5	BTS-Net	0.018	No	BTS-Net: Bi-directional Transfer-and-Selection N...	2021-04-05	Code
6	CoLANet	0.018	No	CoLA: Conditional Dropout and Language-driven Ro...	2024-07-09	Code
7	UC-Net	0.019	No	UC-Net: Uncertainty Inspired RGB-D Saliency Dete...	2020-04-13	Code
8	JL-DCF*	0.021	Yes	Siamese Network for RGB-D Salient Object Detecti...	2020-08-26	Code
9	BBS-Net	0.021	No	Bifurcated backbone strategy for RGB-D salient o...	2020-07-06	Code
10	BiANet	0.021	No	Bilateral Attention Network for RGB-D Salient Ob...	2020-04-30	Code
11	JL-DCF	0.022	No	JL-DCF: Joint Learning and Densely-Cooperative F...	2020-04-18	Code
12	DASNet	0.023	No	Is Depth Really Necessary for Salient Object Det...	2020-05-30	Code
13	CPFP	0.038	No	-	-	Code

#1DFormer-LSOTA
0.013
Average MAE· 2023-09-18
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation Code
#2UCNet-ABPSOTA
0.016
Average MAE· 2020-09-07
Uncertainty Inspired RGB-D Saliency Detection Code
#3SPSN
0.016
Average MAE· 2022-07-16
SPSN: Superpixel Prototype Sampling Network for RGB-D Salient Object Detection Code
#4UCNet-CVAE
0.016
Average MAE· 2020-09-07
Uncertainty Inspired RGB-D Saliency Detection Code
#5BTS-Net
0.018
Average MAE· 2021-04-05
BTS-Net: Bi-directional Transfer-and-Selection Network For RGB-D Salient Object Detection Code
#6CoLANet
0.018
Average MAE· 2024-07-09
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection Code
#7UC-NetSOTA
0.019
Average MAE· 2020-04-13
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders Code
#8JL-DCF*
0.021
Average MAE· Augmentations· 2020-08-26
Siamese Network for RGB-D Salient Object Detection and Beyond Code
#9BBS-Net
0.021
Average MAE· 2020-07-06
Bifurcated backbone strategy for RGB-D salient object detection Code
#10BiANet
0.021
Average MAE· 2020-04-30
Bilateral Attention Network for RGB-D Salient Object Detection Code
#11JL-DCF
0.022
Average MAE· 2020-04-18
JL-DCF: Joint Learning and Densely-Cooperative Fusion Framework for RGB-D Salient Object Detection Code
#12DASNet
0.023
Average MAE· 2020-05-30
Is Depth Really Necessary for Salient Object Detection?Code
#13CPFP
0.038
Average MAE
No paperCode