Object Detection on NLPR

Metric: Average MAE (lower is better)

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#	Model↕	Average MAE▲	Extra Data	Paper	Date↕	Code
1	DFormer-L	0.016	No	DFormer: Rethinking RGBD Representation Learning...	2023-09-18	Code
2	CoLANet	0.021	No	CoLA: Conditional Dropout and Language-driven Ro...	2024-07-09	Code
3	DASNet	0.021	No	Is Depth Really Necessary for Salient Object Det...	2020-05-30	Code
4	SPSN	0.022	No	SPSN: Superpixel Prototype Sampling Network for ...	2022-07-16	Code
5	JL-DCF	0.022	No	JL-DCF: Joint Learning and Densely-Cooperative F...	2020-04-18	Code
6	BBS-Net	0.023	No	Bifurcated backbone strategy for RGB-D salient o...	2020-07-06	Code
7	JL-DCF*	0.023	Yes	Siamese Network for RGB-D Salient Object Detecti...	2020-08-26	Code
8	BiANet	0.024	No	Bilateral Attention Network for RGB-D Salient Ob...	2020-04-30	Code
9	UCNet-ABP	0.024	No	Uncertainty Inspired RGB-D Saliency Detection	2020-09-07	Code
10	UC-Net	0.025	No	UC-Net: Uncertainty Inspired RGB-D Saliency Dete...	2020-04-13	Code
11	UCNet-CAVE	0.025	No	Uncertainty Inspired RGB-D Saliency Detection	2020-09-07	Code
12	D3Net	0.03	No	Rethinking RGB-D Salient Object Detection: Model...	2019-07-15	Code
13	CPFP	0.036	No	-	-	Code

#1DFormer-LSOTA
0.016
Average MAE· 2023-09-18
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation Code
#2CoLANet
0.021
Average MAE· 2024-07-09
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection Code
#3DASNetSOTA
0.021
Average MAE· 2020-05-30
Is Depth Really Necessary for Salient Object Detection?Code
#4SPSN
0.022
Average MAE· 2022-07-16
SPSN: Superpixel Prototype Sampling Network for RGB-D Salient Object Detection Code
#5JL-DCFSOTA
0.022
Average MAE· 2020-04-18
JL-DCF: Joint Learning and Densely-Cooperative Fusion Framework for RGB-D Salient Object Detection Code
#6BBS-Net
0.023
Average MAE· 2020-07-06
Bifurcated backbone strategy for RGB-D salient object detection Code
#7JL-DCF*
0.023
Average MAE· Extra Data· 2020-08-26
Siamese Network for RGB-D Salient Object Detection and Beyond Code
#8BiANet
0.024
Average MAE· 2020-04-30
Bilateral Attention Network for RGB-D Salient Object Detection Code
#9UCNet-ABP
0.024
Average MAE· 2020-09-07
Uncertainty Inspired RGB-D Saliency Detection Code
#10UC-NetSOTA
0.025
Average MAE· 2020-04-13
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders Code
#11UCNet-CAVE
0.025
Average MAE· 2020-09-07
Uncertainty Inspired RGB-D Saliency Detection Code
#12D3NetSOTA
0.03
Average MAE· 2019-07-15
Rethinking RGB-D Salient Object Detection: Models, Data Sets, and Large-Scale Benchmarks Code
#13CPFP
0.036
Average MAE
No paperCode