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Saliency Detection

Saliency Detection is a preprocessing step in computer vision which aims at finding salient objects in an image.

Source: An Unsupervised Game-Theoretic Approach to Saliency Detection

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 41–50 of 364 papers

Title	Date	Tasks	Status	Hype
NPF-200: A Multi-Modal Eye Fixation Dataset and Method for Non-Photorealistic Videos	Aug 23, 2023	Saliency Detection	CodeCode Available	1
LOCATE: Self-supervised Object Discovery via Flow-guided Graph-cut and Bootstrapped Self-training	Aug 22, 2023	ObjectObject Discovery	CodeCode Available	0
Visual Saliency Detection in Advanced Driver Assistance Systems	Jul 26, 2023	Photoplethysmography (PPG)Saliency Detection	—Unverified	0
Simultaneous Image-to-Zero and Zero-to-Noise: Diffusion Models with Analytical Image Attenuation	Jun 23, 2023	DenoisingEdge Detection	CodeCode Available	1
Residual Spatial Fusion Network for RGB-Thermal Semantic Segmentation	Jun 17, 2023	Autonomous DrivingSaliency Detection	—Unverified	0
Robust Saliency-Aware Distillation for Few-shot Fine-grained Visual Recognition	May 12, 2023	Fine-Grained Visual RecognitionInformativeness	—Unverified	0
Explainable Image Quality Assessment for Medical Imaging	Mar 25, 2023	Image Quality AssessmentObject	CodeCode Available	0
Sketch2Saliency: Learning to Detect Salient Objects from Human Drawings	Mar 20, 2023	Image CaptioningRetrieval	—Unverified	0
Spectrum-inspired Low-light Image Translation for Saliency Detection	Mar 17, 2023	Depth EstimationRobot Navigation	—Unverified	0
Self-attention in Vision Transformers Performs Perceptual Grouping, Not Attention	Mar 2, 2023	Saliency Detection	—Unverified	0

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All datasets DUT-OMRON HKU-IS CAT2000 DUTS-test ECSSD PASCAL Context PASCAL-S

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	UCF	MAE	0.12	—	Unverified
2	U2-Net+	MAE	0.06	—	Unverified
3	U2-Net	MAE	0.05	—	Unverified
4	LDF(ours)	MAE	0.05	—	Unverified
5	Pyramid Feature Attention	MAE	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	U2-Net+	MAE	0.04	—	Unverified
2	Pyramid Feature Attention	MAE	0.03	—	Unverified
3	LDF(ours)	MAE	0.03	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SUM	AUC	0.89	—	Unverified
2	EYMOL	AUC	0.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Pyramid Feature Attention	MAE	0.04	—	Unverified
2	PFAN [zhao2019pyramid] (+) PRN	MAE	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Pyramid Feature Attention	MAE	0.03	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	InvPT	max_F1	84.81	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Pyramid Feature Attention	MAE	0.07	—	Unverified