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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 331–340 of 364 papers

Title	Date	Tasks	Status	Hype	Score
Encoding Based Saliency Detection for Videos and Images	Jun 1, 2015	Action DetectionActivity Detection	—Unverified	0	0
Enhancing Protein Predictive Models via Proteins Data Augmentation: A Benchmark and New Directions	Mar 1, 2024	Data AugmentationSaliency Detection	—Unverified	0	0
Evaluating saliency scores in point clouds of natural environments by learning surface anomalies	Aug 26, 2024	Saliency Detection	—Unverified	0	0
Trajectory saliency detection using consistency-oriented latent codes from a recurrent auto-encoder	Dec 17, 2020	Saliency Detection	—Unverified	0	0
Exemplar-Driven Top-Down Saliency Detection via Deep Association	Jun 1, 2016	ObjectSaliency Detection	—Unverified	0	0
Transformer-based Network for RGB-D Saliency Detection	Dec 1, 2021	Saliency Detection	—Unverified	0	0
Exploiting Egocentric Object Prior for 3D Saliency Detection	Nov 9, 2015	ObjectSaliency Detection	—Unverified	0	0
Exploiting the Value of the Center-dark Channel Prior for Salient Object Detection	May 14, 2018	object-detectionObject Detection	—Unverified	0	0
DeepUSPS: Deep Robust Unsupervised Saliency Prediction With Self-Supervision	Sep 28, 2019	object-detectionObject Detection	—Unverified	0	0
Extracting Human Attention through Crowdsourced Patch Labeling	Mar 22, 2024	image-classificationImage Classification	—Unverified	0	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