RGB Salient Object Detection

RGB Salient object detection is a task-based on a visual attention mechanism, in which algorithms aim to explore objects or regions more attentive than the surrounding areas on the scene or RGB images.

( Image credit: Attentive Feedback Network for Boundary-Aware Salient Object Detection )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 126–150 of 222 papers

Title	Date	Tasks	Status	Hype
Pyramid Dilated Deeper ConvLSTM for Video Salient Object Detection	Sep 1, 2018	GPUObject	—Unverified	0
Contour Knowledge Transfer for Salient Object Detection	Sep 1, 2018	Contour DetectionObject	CodeCode Available	1
Reverse Attention for Salient Object Detection	Jul 26, 2018	Objectobject-detection	CodeCode Available	0
Object Detection with Deep Learning: A Review	Jul 15, 2018	Deep LearningFace Detection	—Unverified	0
Video Saliency Detection by 3D Convolutional Neural Networks	Jul 12, 2018	Objectobject-detection	—Unverified	0
An Integration of Bottom-up and Top-Down Salient Cues on RGB-D Data: Saliency from Objectness vs. Non-Objectness	Jul 4, 2018	Objectobject-detection	—Unverified	0
Hyperspectral Image Dataset for Benchmarking on Salient Object Detection	Jun 29, 2018	BenchmarkingObject	CodeCode Available	0
Context Proposals for Saliency Detection	Jun 27, 2018	Objectobject-detection	—Unverified	0
A Bi-Directional Message Passing Model for Salient Object Detection	Jun 1, 2018	object-detectionObject Detection	—Unverified	0
Flow Guided Recurrent Neural Encoder for Video Salient Object Detection	Jun 1, 2018	Objectobject-detection	—Unverified	0
Detect Globally, Refine Locally: A Novel Approach to Saliency Detection	Jun 1, 2018	object-detectionObject Detection	—Unverified	0
Salient Object Detection Driven by Fixation Prediction	Jun 1, 2018	Objectobject-detection	CodeCode Available	1
Progressively Complementarity-Aware Fusion Network for RGB-D Salient Object Detection	Jun 1, 2018	object-detectionObject Detection	CodeCode Available	0
Progressive Attention Guided Recurrent Network for Salient Object Detection	Jun 1, 2018	Objectobject-detection	CodeCode Available	0
Coarse-to-Fine Salient Object Detection with Low-Rank Matrix Recovery	May 21, 2018	object-detectionObject Detection	—Unverified	0
Optimizing the F-measure for Threshold-free Salient Object Detection	May 19, 2018	object-detectionObject Detection	—Unverified	0
Exploiting the Value of the Center-dark Channel Prior for Salient Object Detection	May 14, 2018	object-detectionObject Detection	—Unverified	0
HyperFusion-Net: Densely Reflective Fusion for Salient Object Detection	Apr 14, 2018	object-detectionObject Detection	—Unverified	0
Contrast-Oriented Deep Neural Networks for Salient Object Detection	Mar 30, 2018	Objectobject-detection	—Unverified	0
PDNet: Prior-model Guided Depth-enhanced Network for Salient Object Detection	Mar 23, 2018	object-detectionObject Detection	CodeCode Available	0
Weakly Supervised Salient Object Detection Using Image Labels	Mar 17, 2018	Objectobject-detection	—Unverified	0
Salient Objects in Clutter: Bringing Salient Object Detection to the Foreground	Mar 16, 2018	AttributeObject	—Unverified	0
Revisiting Salient Object Detection: Simultaneous Detection, Ranking, and Subitizing of Multiple Salient Objects	Mar 14, 2018	Objectobject-detection	—Unverified	0
Agile Amulet: Real-Time Salient Object Detection with Contextual Attention	Feb 20, 2018	object-detectionObject Detection	—Unverified	0
Salient Object Detection by Lossless Feature Reflection	Feb 19, 2018	Objectobject-detection	—Unverified	0

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All datasets DUTS-TE DUT-OMRON ECSSD HKU-IS HRSOD PASCAL-S DAVIS-S UHRSD ISTD SBU / SBU-Refine SOC UCF

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	BiRefNet (DUTS, HRSOD, UHRSD)	S-Measure	0.94	—	Unverified
2	BiRefNet (DUTS, UHRSD)	S-Measure	0.94	—	Unverified
3	BiRefNet (DUTS)	S-Measure	0.94	—	Unverified
4	BiRefNet (DUTS, HRSOD)	S-Measure	0.94	—	Unverified
5	C4Net	mean E-Measure	0.94	—	Unverified
6	BiRefNet (HRSOD, UHRSD)	S-Measure	0.93	—	Unverified
7	CPDR-L	mean E-Measure	0.93	—	Unverified
8	InSPyReNet	S-Measure	0.93	—	Unverified
9	M3Net-S	S-Measure	0.93	—	Unverified
10	TRACER-TE7	S-Measure	0.92	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CPDR-L	mean E-Measure	0.88	—	Unverified
2	BiRefNet (DUTS, HRSOD, UHRSD)	S-Measure	0.88	—	Unverified
3	BiRefNet (DUTS, UHRSD)	S-Measure	0.88	—	Unverified
4	InSPyReNet	S-Measure	0.88	—	Unverified
5	M3Net-S	S-Measure	0.87	—	Unverified
6	BiRefNet (DUTS)	S-Measure	0.87	—	Unverified
7	BiRefNet (DUTS, HRSOD)	S-Measure	0.87	—	Unverified
8	C4Net	mean E-Measure	0.87	—	Unverified
9	BiRefNet (HRSOD, UHRSD)	S-Measure	0.86	—	Unverified
10	TRACER-TE7	S-Measure	0.86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	M3Net-S	S-Measure	0.95	—	Unverified
2	PoolNet (VGG-16)	F-measure	0.95	—	Unverified
3	InSPyReNet	S-Measure	0.94	—	Unverified
4	TRACER-TE7	S-Measure	0.94	—	Unverified
5	CFDN	S-Measure	0.93	—	Unverified
6	M3Net-R	S-Measure	0.93	—	Unverified
7	DSS (Res2Net-50)	F-measure	0.93	—	Unverified
8	UCNet-CVAE	S-Measure	0.92	—	Unverified
9	CPD-R (ResNet50)	F-measure	0.92	—	Unverified
10	HybridSOD	S-Measure	0.89	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	InSPyReNet	S-Measure	0.94	—	Unverified
2	M3Net-S	S-Measure	0.94	—	Unverified
3	PoolNet (VGG-16)	F-measure	0.94	—	Unverified
4	TRACER-TE7	S-Measure	0.93	—	Unverified
5	M3Net-R	S-Measure	0.93	—	Unverified
6	UCNet-CVAE	S-Measure	0.92	—	Unverified
7	UCNet-ABP	S-Measure	0.92	—	Unverified
8	DSS (Res2Net-50)	F-measure	0.91	—	Unverified
9	CPD-R (ResNet50)	F-measure	0.89	—	Unverified
10	HybridSOD	S-Measure	0.89	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PDFNet (HRSOD,UHRSD)	S-Measure	0.96	—	Unverified
2	BiRefNet (DUTS, HRSOD, UHRSD)	S-Measure	0.96	—	Unverified
3	BiRefNet (DUTS, HRSOD)	S-Measure	0.96	—	Unverified
4	InSPyReNet (DUTS, HRSOD)	S-Measure	0.96	—	Unverified
5	BiRefNet (DUTS, UHRSD)	S-Measure	0.96	—	Unverified
6	BiRefNet (DUTS)	S-Measure	0.96	—	Unverified
7	BiRefNet (HRSOD, UHRSD)	S-Measure	0.96	—	Unverified
8	InSPyReNet (HRSOD, UHRSD)	S-Measure	0.96	—	Unverified
9	InSPyReNet	S-Measure	0.95	—	Unverified
10	PGNet (HRSOD, UHRSD)	S-Measure	0.94	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CFDN	S-Measure	0.89	—	Unverified
2	InSPyReNet	S-Measure	0.89	—	Unverified
3	M3Net-S	S-Measure	0.89	—	Unverified
4	TRACER-TE7	S-Measure	0.88	—	Unverified
5	PoolNet (VGG-16)	F-measure	0.88	—	Unverified
6	M3Net-R	S-Measure	0.87	—	Unverified
7	DSS (Res2Net-50)	F-measure	0.84	—	Unverified
8	HybridSOD	S-Measure	0.83	—	Unverified
9	CPD-R (ResNet50)	F-measure	0.82	—	Unverified
10	BASNet	MAE	0.08	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BiRefNet (HRSOD, UHRSD)	S-measure	0.98	—	Unverified
2	BiRefNet (DUTS, HRSOD, UHRSD)	S-measure	0.98	—	Unverified
3	BiRefNet (DUTS, UHRSD)	S-measure	0.98	—	Unverified
4	BiRefNet (DUTS, HRSOD)	S-measure	0.97	—	Unverified
5	InSPyReNet (DUTS, HRSOD)	S-measure	0.97	—	Unverified
6	BiRefNet (DUTS)	S-measure	0.97	—	Unverified
7	InSPyReNet	S-measure	0.96	—	Unverified
8	PGNet (HRSOD, UHRSD)	S-measure	0.95	—	Unverified
9	PGNet (DUTS, HRSOD)	S-measure	0.95	—	Unverified
10	PGNet	S-measure	0.94	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BiRefNet (DUTS, HRSOD, UHRSD)	S-Measure	0.96	—	Unverified
2	PDFNet (HRSOD, UHRSD)	S-Measure	0.95	—	Unverified
3	InSPyReNet (HRSOD, UHRSD)	S-Measure	0.95	—	Unverified
4	BiRefNet (HRSOD, UHRSD)	S-Measure	0.95	—	Unverified
5	BiRefNet (DUTS, UHRSD)	S-Measure	0.95	—	Unverified
6	BiRefNet (DUTS, HRSOD)	S-Measure	0.94	—	Unverified
7	InSPyReNet (DUTS, HRSOD)	S-Measure	0.94	—	Unverified
8	PGNet (HRSOD, UHRSD)	S-Measure	0.94	—	Unverified
9	InSPyReNet	S-Measure	0.93	—	Unverified
10	BiRefNet (DUTS)	S-Measure	0.93	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DSS	Balanced Error Rate	10.48	—	Unverified
2	scGAN	Balanced Error Rate	8.98	—	Unverified
3	DSC	Balanced Error Rate	8.24	—	Unverified
4	NLDF	Balanced Error Rate	7.5	—	Unverified
5	JDR	Balanced Error Rate	7.35	—	Unverified
6	BMPM	Balanced Error Rate	7.1	—	Unverified
7	CPD	Balanced Error Rate	6.76	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	scGAN	Balanced Error Rate	9.1	—	Unverified
2	JDR	Balanced Error Rate	8.14	—	Unverified
3	NLDF	Balanced Error Rate	7.02	—	Unverified
4	DSS	Balanced Error Rate	7	—	Unverified
5	BMPM	Balanced Error Rate	6.17	—	Unverified
6	DSC	Balanced Error Rate	5.59	—	Unverified
7	CPD	Balanced Error Rate	4.19	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PiCANet	Average MAE	0.13	—	Unverified
2	AFNet	Average MAE	0.12	—	Unverified
3	NLDF	Average MAE	0.11	—	Unverified
4	SCRN	Average MAE	0.1	—	Unverified
5	BASNet	Average MAE	0.09	—	Unverified
6	UCNet-APB	Average MAE	0.09	—	Unverified
7	UCNet-CVAE	Average MAE	0.09	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	scGAN	Balanced Error Rate	11.5	—	Unverified
2	JDR	Balanced Error Rate	11.23	—	Unverified
3	DSS	Balanced Error Rate	10.56	—	Unverified
4	DSC	Balanced Error Rate	8.1	—	Unverified
5	BMPM	Balanced Error Rate	8.09	—	Unverified
6	NLDF	Balanced Error Rate	7.69	—	Unverified
7	CPD	Balanced Error Rate	7.21	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BASNet	MAE	0.11	—	Unverified
2	BMPM	MAE	0.11	—	Unverified
3	PoolNet (VGG-16)	MAE	0.1	—	Unverified