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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 261–270 of 364 papers

Title	Date	Tasks	Status	Hype
Weakly-Supervised Saliency Detection via Salient Object Subitizing	Jan 4, 2021	Objectobject-detection	—Unverified	0
Weakly-supervised Salient Instance Detection	Sep 29, 2020	Boundary DetectionObject Localization	—Unverified	0
Weakly Supervised Salient Object Detection Using Image Labels	Mar 17, 2018	Objectobject-detection	—Unverified	0
WEPSAM: Weakly Pre-Learnt Saliency Model	May 3, 2016	modelPrediction	—Unverified	0
What is a salient object? A dataset and a baseline model for salient object detection	Dec 8, 2014	Objectobject-detection	—Unverified	0
When Saliency Meets Sentiment: Understanding How Image Content Invokes Emotion and Sentiment	Nov 14, 2016	Saliency DetectionSentiment Analysis	—Unverified	0
Where's YOUR focus: Personalized Attention	Feb 22, 2018	PredictionSaliency Detection	—Unverified	0
PISA: Pixelwise Image Saliency by Aggregating Complementary Appearance Contrast Measures with Edge-Preserving Coherence	May 13, 2015	Image SegmentationObject Recognition	—Unverified	0
PISA: Pixelwise Image Saliency by Aggregating Complementary Appearance Contrast Measures with Spatial Priors	Jun 1, 2013	Image SegmentationObject Recognition	—Unverified	0
Point Cloud Quality Assessment using 3D Saliency Maps	Sep 30, 2022	Point Cloud Quality AssessmentSaliency 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