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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 111–120 of 364 papers

Title	Date	Tasks	Status	Hype
An Iterative Co-Saliency Framework for RGBD Images	Nov 4, 2017	Co-Salient Object DetectionSaliency Detection	—Unverified	0
DUT-LFSaliency: Versatile Dataset and Light Field-to-RGB Saliency Detection	Dec 30, 2020	Saliency Detection	—Unverified	0
Extracting Human Attention through Crowdsourced Patch Labeling	Mar 22, 2024	image-classificationImage Classification	—Unverified	0
Face Sketch Synthesis via Semantic-Driven Generative Adversarial Network	Jun 29, 2021	Face ParsingFace Sketch Synthesis	—Unverified	0
Fast and Accurate Light Field Saliency Detection through Deep Encoding	Oct 25, 2020	CPUSaliency Detection	—Unverified	0
Fast Hybrid Image Retargeting	Mar 25, 2022	Image RetargetingSaliency Detection	—Unverified	0
Feature Decomposition Based Saliency Detection in Electron Cryo-Tomograms	Jan 31, 2018	Saliency DetectionSegmentation	—Unverified	0
Feature Hallucination for Self-supervised Action Recognition	Jun 25, 2025	Action RecognitionHallucination	—Unverified	0
Breast Cancer Detection using Histopathological Images	Feb 12, 2022	Breast Cancer DetectionDiagnostic	—Unverified	0
DSAL-GAN: Denoising based Saliency Prediction with Generative Adversarial Networks	Apr 2, 2019	DenoisingGenerative Adversarial Network	—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