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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 201–210 of 364 papers

Title	Date	Tasks	Status	Hype
Evaluating saliency scores in point clouds of natural environments by learning surface anomalies	Aug 26, 2024	Saliency Detection	—Unverified	0
Exemplar-Driven Top-Down Saliency Detection via Deep Association	Jun 1, 2016	ObjectSaliency Detection	—Unverified	0
Exploiting Egocentric Object Prior for 3D Saliency Detection	Nov 9, 2015	ObjectSaliency Detection	—Unverified	0
Exploiting the Value of the Center-dark Channel Prior for Salient Object Detection	May 14, 2018	object-detectionObject 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
Robust Saliency-Aware Distillation for Few-shot Fine-grained Visual Recognition	May 12, 2023	Fine-Grained Visual RecognitionInformativeness	—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