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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 91–100 of 364 papers

Title	Date	Tasks	Status	Hype
GSBIQA: Green Saliency-guided Blind Image Quality Assessment Method	Jul 8, 2024	Blind Image Quality AssessmentImage Quality Assessment	—Unverified	0
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
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
GreenSaliency: A Lightweight and Efficient Image Saliency Detection Method	Mar 30, 2024	Saliency DetectionSaliency Prediction	—Unverified	0
CosalPure: Learning Concept from Group Images for Robust Co-Saliency Detection	Mar 27, 2024	Adversarial AttackCo-Salient Object Detection	—Unverified	0
Extracting Human Attention through Crowdsourced Patch Labeling	Mar 22, 2024	image-classificationImage Classification	—Unverified	0
Auxiliary Tasks Enhanced Dual-affinity Learning for Weakly Supervised Semantic Segmentation	Mar 2, 2024	Auxiliary Learningimage-classification	—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