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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 11–20 of 364 papers

Title	Date	Tasks	Status	Hype
Saliency Detection in Educational Videos: Analyzing the Performance of Current Models, Identifying Limitations and Advancement Directions	Aug 8, 2024	Information RetrievalSaliency Detection	—Unverified	0
AHMF: Adaptive Hybrid-Memory-Fusion Model for Driver Attention Prediction	Jul 24, 2024	Domain AdaptationDriver Attention Monitoring	—Unverified	0
GSBIQA: Green Saliency-guided Blind Image Quality Assessment Method	Jul 8, 2024	Blind Image Quality AssessmentImage Quality Assessment	—Unverified	0
SUM: Saliency Unification through Mamba for Visual Attention Modeling	Jun 25, 2024	MambaMarketing	CodeCode Available	2
ViDSOD-100: A New Dataset and a Baseline Model for RGB-D Video Salient Object Detection	Jun 18, 2024	object-detectionObject Detection	CodeCode Available	0
SMCL: Saliency Masked Contrastive Learning for Long-tailed Recognition	Jun 4, 2024	Contrastive LearningSaliency Detection	—Unverified	0
Learning Adaptive Fusion Bank for Multi-modal Salient Object Detection	Jun 3, 2024	object-detectionObject Detection	CodeCode Available	1
RGB Guided ToF Imaging System: A Survey of Deep Learning-based Methods	May 16, 2024	Depth CompletionFace Anti-Spoofing	—Unverified	0
SalFAU-Net: Saliency Fusion Attention U-Net for Salient Object Detection	May 5, 2024	Autonomous DrivingDecoder	—Unverified	0
SRAGAN: Saliency Regularized and Attended Generative Adversarial Network for Chinese Ink-wash Painting Generation	Apr 24, 2024	Generative Adversarial NetworkImage Stylization	—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