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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 81–90 of 364 papers

Title	Date	Tasks	Status	Hype
Context Proposals for Saliency Detection	Jun 27, 2018	Objectobject-detection	—Unverified	0
Context aware saliency map generation using semantic segmentation	Dec 31, 2017	General Classificationimage-classification	—Unverified	0
A Review of Co-saliency Detection Technique: Fundamentals, Applications, and Challenges	Apr 24, 2016	Co-Salient Object DetectionSaliency Detection	—Unverified	0
Context-Aware Saliency Detection for Image Retargeting Using Convolutional Neural Networks	Oct 17, 2019	Image RetargetingSaliency Detection	—Unverified	0
A Reverse Hierarchy Model for Predicting Eye Fixations	Apr 11, 2014	Image Super-ResolutionSaliency Detection	—Unverified	0
AGSENet: A Robust Road Ponding Detection Method for Proactive Traffic Safety	Oct 22, 2024	Edge-computingSaliency Detection	—Unverified	0
Collaborative Temporal Consistency Learning for Point-supervised Natural Language Video Localization	Mar 22, 2025	Saliency DetectionSentence	—Unverified	0
Coarse-to-Fine Salient Object Detection with Low-Rank Matrix Recovery	May 21, 2018	object-detectionObject Detection	—Unverified	0
An Unsupervised Game-Theoretic Approach to Saliency Detection	Aug 8, 2017	object-detectionObject Detection	—Unverified	0
CNN-based RGB-D Salient Object Detection: Learn, Select and Fuse	Sep 20, 2019	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