Object Detection on NJU2K

Metric: S-Measure (higher is better)

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#	Model↕	S-Measure▼	Extra Data	Paper	Date↕	Code
1	DFormer-L	93.7	No	DFormer: Rethinking RGBD Representation Learning...	2023-09-18	Code
2	CoLANet	93.4	No	CoLA: Conditional Dropout and Language-driven Ro...	2024-07-09	Code
3	BTS-Net	92.1	No	BTS-Net: Bi-directional Transfer-and-Selection N...	2021-04-05	Code
4	SPSN	91.8	No	SPSN: Superpixel Prototype Sampling Network for ...	2022-07-16	Code
5	BiANet	91.5	No	Bilateral Attention Network for RGB-D Salient Ob...	2020-04-30	Code
6	CAS-GNN	91.1	No	Cascade Graph Neural Networks for RGB-D Salient ...	2020-08-07	Code
7	HDFNet	91.1	No	Hierarchical Dynamic Filtering Network for RGB-D...	2020-07-13	Code
8	JL-DCF*	91.1	Yes	Siamese Network for RGB-D Salient Object Detecti...	2020-08-26	Code
9	CMMS	90.4	No	RGB-D Salient Object Detection with Cross-Modali...	2020-07-14	Code
10	JL-DCF	90.3	No	JL-DCF: Joint Learning and Densely-Cooperative F...	2020-04-18	Code
11	CMWNet	90.3	No	Cross-Modal Weighting Network for RGB-D Salient ...	2020-07-09	Code
12	UCNet-CVAE	90.2	No	Uncertainty Inspired RGB-D Saliency Detection	2020-09-07	Code
13	DASNet	90.2	No	Is Depth Really Necessary for Salient Object Det...	2020-05-30	Code
14	UCNet-ABP	90	No	Uncertainty Inspired RGB-D Saliency Detection	2020-09-07	Code
15	D3Net	90	No	Rethinking RGB-D Salient Object Detection: Model...	2019-07-15	Code
16	SSF	89.9	Yes	-	-	Code
17	UC-Net	89.7	No	UC-Net: Uncertainty Inspired RGB-D Saliency Dete...	2020-04-13	Code
18	DANet	89.7	No	A Single Stream Network for Robust and Real-time...	2020-07-14	Code
19	DQSD-VGG19	89.7	No	Depth Quality Aware Salient Object Detection	2020-08-07	Code
20	CoNet	89.4	No	Accurate RGB-D Salient Object Detection via Coll...	2020-07-23	Code
21	S2MA	89.4	No	-	-	Code
22	DMRA	88.6	Yes	-	-	Code
23	CPFP	87.8	No	-	-	Code
24	PCF	87.7	No	-	-	Code
25	LBE	69.5	No	-	-	-
26	LHM	51.4	No	RGBD Salient Object Detection via Deep Fusion	2016-07-12	-

#1DFormer-LSOTA
93.7
S-Measure· 2023-09-18
DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation Code
#2CoLANet
93.4
S-Measure· 2024-07-09
CoLA: Conditional Dropout and Language-driven Robust Dual-modal Salient Object Detection Code
#3BTS-NetSOTA
92.1
S-Measure· 2021-04-05
BTS-Net: Bi-directional Transfer-and-Selection Network For RGB-D Salient Object Detection Code
#4SPSN
91.8
S-Measure· 2022-07-16
SPSN: Superpixel Prototype Sampling Network for RGB-D Salient Object Detection Code
#5BiANetSOTA
91.5
S-Measure· 2020-04-30
Bilateral Attention Network for RGB-D Salient Object Detection Code
#6CAS-GNN
91.1
S-Measure· 2020-08-07
Cascade Graph Neural Networks for RGB-D Salient Object Detection Code
#7HDFNet
91.1
S-Measure· 2020-07-13
Hierarchical Dynamic Filtering Network for RGB-D Salient Object Detection Code
#8JL-DCF*
91.1
S-Measure· Extra Data· 2020-08-26
Siamese Network for RGB-D Salient Object Detection and Beyond Code
#9CMMS
90.4
S-Measure· 2020-07-14
RGB-D Salient Object Detection with Cross-Modality Modulation and Selection Code
#10JL-DCFSOTA
90.3
S-Measure· 2020-04-18
JL-DCF: Joint Learning and Densely-Cooperative Fusion Framework for RGB-D Salient Object Detection Code
#11CMWNet
90.3
S-Measure· 2020-07-09
Cross-Modal Weighting Network for RGB-D Salient Object Detection Code
#12UCNet-CVAE
90.2
S-Measure· 2020-09-07
Uncertainty Inspired RGB-D Saliency Detection Code
#13DASNet
90.2
S-Measure· 2020-05-30
Is Depth Really Necessary for Salient Object Detection?Code
#14UCNet-ABP
90
S-Measure· 2020-09-07
Uncertainty Inspired RGB-D Saliency Detection Code
#15D3NetSOTA
90
S-Measure· 2019-07-15
Rethinking RGB-D Salient Object Detection: Models, Data Sets, and Large-Scale Benchmarks Code
#16SSF
89.9
S-Measure· Extra Data
No paperCode
#17UC-Net
89.7
S-Measure· 2020-04-13
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders Code
#18DANet
89.7
S-Measure· 2020-07-14
A Single Stream Network for Robust and Real-time RGB-D Salient Object Detection Code
#19DQSD-VGG19
89.7
S-Measure· 2020-08-07
Depth Quality Aware Salient Object Detection Code
#20CoNet
89.4
S-Measure· 2020-07-23
Accurate RGB-D Salient Object Detection via Collaborative Learning Code
#21S2MA
89.4
S-Measure
No paperCode
#22DMRA
88.6
S-Measure· Extra Data
No paperCode
#23CPFP
87.8
S-Measure
No paperCode
#24PCF
87.7
S-Measure
No paperCode
#25LBE
69.5
S-Measure
No paper
#26LHMSOTA
51.4
S-Measure· 2016-07-12
RGBD Salient Object Detection via Deep Fusion