2D Classification on NJU2K

Metric: Average MAE (lower is better)

LeaderboardDataset

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Results

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#	Model↕	Average MAE▲	Augmentations	Paper	Date↕	Code
1	DFormer-L	0.023	No	DFormer: Rethinking RGBD Representation Learning...	2023-09-18	Code
2	CoLANet	0.029	No	CoLA: Conditional Dropout and Language-driven Ro...	2024-07-09	Code
3	SPSN	0.032	No	SPSN: Superpixel Prototype Sampling Network for ...	2022-07-16	Code
4	CAS-GNN	0.035	No	Cascade Graph Neural Networks for RGB-D Salient ...	2020-08-07	Code
5	BTS-Net	0.036	No	BTS-Net: Bi-directional Transfer-and-Selection N...	2021-04-05	Code
6	HDFNet	0.037	No	Hierarchical Dynamic Filtering Network for RGB-D...	2020-07-13	Code
7	BiANet	0.039	No	Bilateral Attention Network for RGB-D Salient Ob...	2020-04-30	Code
8	UCNet-CVAE	0.039	No	Uncertainty Inspired RGB-D Saliency Detection	2020-09-07	Code
9	UCNet-ABP	0.039	No	Uncertainty Inspired RGB-D Saliency Detection	2020-09-07	Code
10	JL-DCF*	0.04	Yes	Siamese Network for RGB-D Salient Object Detecti...	2020-08-26	Code
11	DASNet	0.042	No	Is Depth Really Necessary for Salient Object Det...	2020-05-30	Code
12	JL-DCF	0.043	No	JL-DCF: Joint Learning and Densely-Cooperative F...	2020-04-18	Code
13	SSF	0.043	Yes	-	-	Code
14	UC-Net	0.043	No	UC-Net: Uncertainty Inspired RGB-D Saliency Dete...	2020-04-13	Code
15	CMMS	0.044	No	RGB-D Salient Object Detection with Cross-Modali...	2020-07-14	Code
16	CMWNet	0.046	No	Cross-Modal Weighting Network for RGB-D Salient ...	2020-07-09	Code
17	D3Net	0.046	No	Rethinking RGB-D Salient Object Detection: Model...	2019-07-15	Code
18	DANet	0.046	No	A Single Stream Network for Robust and Real-time...	2020-07-14	Code
19	CoNet	0.047	No	Accurate RGB-D Salient Object Detection via Coll...	2020-07-23	Code
20	DMRA	0.051	Yes	-	-	Code
21	A2dele	0.051	Yes	-	-	Code
22	DQSD-VGG19	0.052	No	Depth Quality Aware Salient Object Detection	2020-08-07	Code
23	S2MA	0.053	No	-	-	Code
24	CPFP	0.053	No	-	-	Code
25	PCF	0.059	No	-	-	Code
26	LBE	0.153	No	-	-	-
27	LHM	0.205	No	RGBD Salient Object Detection via Deep Fusion	2016-07-12	-

#1DFormer-LSOTA
0.023
Average MAE· 2023-09-18
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation Code
#2CoLANet
0.029
Average MAE· 2024-07-09
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection Code
#3SPSNSOTA
0.032
Average MAE· 2022-07-16
SPSN: Superpixel Prototype Sampling Network for RGB-D Salient Object Detection Code
#4CAS-GNNSOTA
0.035
Average MAE· 2020-08-07
Cascade Graph Neural Networks for RGB-D Salient Object Detection Code
#5BTS-Net
0.036
Average MAE· 2021-04-05
BTS-Net: Bi-directional Transfer-and-Selection Network For RGB-D Salient Object Detection Code
#6HDFNetSOTA
0.037
Average MAE· 2020-07-13
Hierarchical Dynamic Filtering Network for RGB-D Salient Object Detection Code
#7BiANetSOTA
0.039
Average MAE· 2020-04-30
Bilateral Attention Network for RGB-D Salient Object Detection Code
#8UCNet-CVAE
0.039
Average MAE· 2020-09-07
Uncertainty Inspired RGB-D Saliency Detection Code
#9UCNet-ABP
0.039
Average MAE· 2020-09-07
Uncertainty Inspired RGB-D Saliency Detection Code
#10JL-DCF*
0.04
Average MAE· Augmentations· 2020-08-26
Siamese Network for RGB-D Salient Object Detection and Beyond Code
#11DASNet
0.042
Average MAE· 2020-05-30
Is Depth Really Necessary for Salient Object Detection?Code
#12JL-DCF
0.043
Average MAE· 2020-04-18
JL-DCF: Joint Learning and Densely-Cooperative Fusion Framework for RGB-D Salient Object Detection Code
#13SSF
0.043
Average MAE· Augmentations
No paperCode
#14UC-NetSOTA
0.043
Average MAE· 2020-04-13
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders Code
#15CMMS
0.044
Average MAE· 2020-07-14
RGB-D Salient Object Detection with Cross-Modality Modulation and Selection Code
#16CMWNet
0.046
Average MAE· 2020-07-09
Cross-Modal Weighting Network for RGB-D Salient Object Detection Code
#17D3NetSOTA
0.046
Average MAE· 2019-07-15
Rethinking RGB-D Salient Object Detection: Models, Data Sets, and Large-Scale Benchmarks Code
#18DANet
0.046
Average MAE· 2020-07-14
A Single Stream Network for Robust and Real-time RGB-D Salient Object Detection Code
#19CoNet
0.047
Average MAE· 2020-07-23
Accurate RGB-D Salient Object Detection via Collaborative Learning Code
#20DMRA
0.051
Average MAE· Augmentations
No paperCode
#21A2dele
0.051
Average MAE· Augmentations
No paperCode
#22DQSD-VGG19
0.052
Average MAE· 2020-08-07
Depth Quality Aware Salient Object Detection Code
#23S2MA
0.053
Average MAE
No paperCode
#24CPFP
0.053
Average MAE
No paperCode
#25PCF
0.059
Average MAE
No paperCode
#26LBE
0.153
Average MAE
No paper
#27LHMSOTA
0.205
Average MAE· 2016-07-12
RGBD Salient Object Detection via Deep Fusion