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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 151–160 of 364 papers

Title	Date	Tasks	Status	Hype	Score
Feature Decomposition Based Saliency Detection in Electron Cryo-Tomograms	Jan 31, 2018	Saliency DetectionSegmentation	—Unverified	0	0
Collaborative Temporal Consistency Learning for Point-supervised Natural Language Video Localization	Mar 22, 2025	Saliency DetectionSentence	—Unverified	0	0
Fast Hybrid Image Retargeting	Mar 25, 2022	Image RetargetingSaliency Detection	—Unverified	0	0
Fast and Accurate Light Field Saliency Detection through Deep Encoding	Oct 25, 2020	CPUSaliency Detection	—Unverified	0	0
Coarse-to-Fine Salient Object Detection with Low-Rank Matrix Recovery	May 21, 2018	object-detectionObject Detection	—Unverified	0	0
Face Sketch Synthesis via Semantic-Driven Generative Adversarial Network	Jun 29, 2021	Face ParsingFace Sketch Synthesis	—Unverified	0	0
Extracting Human Attention through Crowdsourced Patch Labeling	Mar 22, 2024	image-classificationImage Classification	—Unverified	0	0
CNN-based RGB-D Salient Object Detection: Learn, Select and Fuse	Sep 20, 2019	object-detectionObject 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
Cluster-Based Point Set Saliency	Dec 1, 2015	ClusteringInterest Point Detection	—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