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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 121–130 of 364 papers

Title	Date	Tasks	Status	Hype
Flow Guided Recurrent Neural Encoder for Video Salient Object Detection	Jun 1, 2018	Objectobject-detection	—Unverified	0
Free Lunch for Co-Saliency Detection: Context Adjustment	Aug 4, 2021	counterfactualSaliency Detection	—Unverified	0
Fristograms: Revealing and Exploiting Light Field Internals	Jul 22, 2021	3D ReconstructionImage Matting	—Unverified	0
Disentangle Saliency Detection into Cascaded Detail Modeling and Body Filling	Feb 8, 2022	object-detectionObject Detection	—Unverified	0
Generating Diversified Comments via Reader-Aware Topic Modeling and Saliency Detection	Feb 13, 2021	ArticlesClustering	—Unverified	0
Geodesic-based Salient Object Detection	Feb 26, 2013	Objectobject-detection	—Unverified	0
Adaptive Exponential Smoothing for Online Filtering of Pixel Prediction Maps	Dec 1, 2015	PredictionSaliency Detection	—Unverified	0
Contrast-weighted Dictionary Learning Based Saliency Detection for Remote Sensing Images	Apr 6, 2020	Dictionary Learningobject-detection	—Unverified	0
Boosting Object Recognition in Point Clouds by Saliency Detection	Nov 6, 2019	Object RecognitionSaliency Detection	—Unverified	0
A Bi-Directional Message Passing Model for Salient Object Detection	Jun 1, 2018	object-detectionObject 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