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 51–75 of 222 papers

Title	Date	Tasks	Status	Hype
JL-DCF: Joint Learning and Densely-Cooperative Fusion Framework for RGB-D Salient Object Detection	Apr 18, 2020	object-detectionObject Detection	CodeCode Available	1
DFNet: Discriminative feature extraction and integration network for salient object detection	Apr 3, 2020	object-detectionObject Detection	CodeCode Available	1
Attention-based Assisted Excitation for Salient Object Detection	Mar 31, 2020	Objectobject-detection	—Unverified	0
DPANet: Depth Potentiality-Aware Gated Attention Network for RGB-D Salient Object Detection	Mar 19, 2020	object-detectionObject Detection	CodeCode Available	1
Evaluating Salient Object Detection in Natural Images with Multiple Objects having Multi-level Saliency	Mar 19, 2020	Objectobject-detection	CodeCode Available	0
Weakly-Supervised Salient Object Detection via Scribble Annotations	Mar 17, 2020	Edge DetectionObject	CodeCode Available	1
Highly Efficient Salient Object Detection with 100K Parameters	Mar 12, 2020	Objectobject-detection	CodeCode Available	1
Global Context-Aware Progressive Aggregation Network for Salient Object Detection	Mar 2, 2020	Dichotomous Image Segmentationobject-detection	CodeCode Available	1
Cross-layer Feature Pyramid Network for Salient Object Detection	Feb 25, 2020	Objectobject-detection	—Unverified	0
Saliency Enhancement using Gradient Domain Edges Merging	Feb 11, 2020	Edge Detectionobject-detection	—Unverified	0
Depthwise Non-local Module for Fast Salient Object Detection Using a Single Thread	Jan 22, 2020	CPUimage-classification	—Unverified	0
A Fixation-based 360° Benchmark Dataset for Salient Object Detection	Jan 22, 2020	object-detectionObject Detection	CodeCode Available	0
Neural ODEs for Image Segmentation with Level Sets	Dec 25, 2019	Deep LearningImage Segmentation	—Unverified	0
cmSalGAN: RGB-D Salient Object Detection with Cross-View Generative Adversarial Networks	Dec 21, 2019	Edge DetectionGenerative Adversarial Network	CodeCode Available	0
Salient Object Detection with Purificatory Mechanism and Structural Similarity Loss	Dec 18, 2019	GPUobject-detection	CodeCode Available	0
Boundary-Aware Salient Object Detection via Recurrent Two-Stream Guided Refinement Network	Dec 11, 2019	object-detectionObject Detection	—Unverified	0
SaLite : A light-weight model for salient object detection	Dec 8, 2019	Anomaly DetectionDecoder	CodeCode Available	0
DeepUSPS: Deep Robust Unsupervised Saliency Prediction via Self-supervision	Dec 1, 2019	object-detectionObject Detection	—Unverified	0
Memory-oriented Decoder for Light Field Salient Object Detection	Dec 1, 2019	Decoderobject-detection	CodeCode Available	0
CAGNet: Content-Aware Guidance for Salient Object Detection	Nov 29, 2019	Objectobject-detection	CodeCode Available	1
F3Net: Fusion, Feedback and Focus for Salient Object Detection	Nov 26, 2019	Camouflaged Object SegmentationDichotomous Image Segmentation	CodeCode Available	1
Progressive Feature Polishing Network for Salient Object Detection	Nov 14, 2019	Objectobject-detection	CodeCode Available	0
ANDA: A Novel Data Augmentation Technique Applied to Salient Object Detection	Oct 3, 2019	Data AugmentationImage Augmentation	CodeCode Available	0
Stacked Cross Refinement Network for Edge-Aware Salient Object Detection	Oct 1, 2019	AttributeEdge Detection	CodeCode Available	0
EGNet: Edge Guidance Network for Salient Object Detection	Oct 1, 2019	Camouflaged Object SegmentationCo-Salient Object Detection	CodeCode Available	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