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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 31–40 of 364 papers

Title	Date	Tasks	Status	Hype
SASA: Saliency-Aware Self-Adaptive Snapshot Compressive Imaging	Dec 30, 2023	Saliency Detection	CodeCode Available	0
HEAP: Unsupervised Object Discovery and Localization with Contrastive Grouping	Dec 29, 2023	ObjectObject Discovery	—Unverified	0
An Integrated System for Spatio-Temporal Summarization of 360-degrees Videos	Dec 5, 2023	Saliency DetectionVideo Saliency Detection	CodeCode Available	0
Viewport Prediction for Volumetric Video Streaming by Exploring Video Saliency and Trajectory Information	Nov 28, 2023	Mixed RealityPrediction	—Unverified	0
All in One: RGB, RGB-D, and RGB-T Salient Object Detection	Nov 23, 2023	Allobject-detection	—Unverified	0
Mitigate Domain Shift by Primary-Auxiliary Objectives Association for Generalizing Person ReID	Oct 24, 2023	Auxiliary LearningDomain Generalization	—Unverified	0
Towards End-to-End Unsupervised Saliency Detection with Self-Supervised Top-Down Context	Oct 14, 2023	Contrastive Learningobject-detection	—Unverified	0
Joint Correcting and Refinement for Balanced Low-Light Image Enhancement	Sep 28, 2023	Image EnhancementLow-Light Image Enhancement	CodeCode Available	1
Global Context Aggregation Network for Lightweight Saliency Detection of Surface Defects	Sep 22, 2023	DecoderDefect Detection	—Unverified	0
Multi-Modal Hybrid Learning and Sequential Training for RGB-T Saliency Detection	Sep 13, 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