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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 101–110 of 364 papers

Title	Date	Tasks	Status	Hype
Bridging Saliency Detection to Weakly Supervised Object Detection Based on Self-paced Curriculum Learning	Mar 3, 2017	Objectobject-detection	—Unverified	0
Edge Preserving and Multi-Scale Contextual Neural Network for Salient Object Detection	Aug 29, 2016	Objectobject-detection	—Unverified	0
An Iterative Co-Saliency Framework for RGBD Images	Nov 4, 2017	Co-Salient Object DetectionSaliency Detection	—Unverified	0
Encoding Based Saliency Detection for Videos and Images	Jun 1, 2015	Action DetectionActivity Detection	—Unverified	0
DUT-LFSaliency: Versatile Dataset and Light Field-to-RGB Saliency Detection	Dec 30, 2020	Saliency Detection	—Unverified	0
Evaluating saliency scores in point clouds of natural environments by learning surface anomalies	Aug 26, 2024	Saliency Detection	—Unverified	0
Can Image Retrieval help Visual Saliency Detection?	Sep 24, 2017	Image RetrievalRetrieval	—Unverified	0
Exemplar-Driven Top-Down Saliency Detection via Deep Association	Jun 1, 2016	ObjectSaliency Detection	—Unverified	0
Characterness: An Indicator of Text in the Wild	Sep 25, 2013	Saliency DetectionScene Text Detection	—Unverified	0
Breast Cancer Detection using Histopathological Images	Feb 12, 2022	Breast Cancer DetectionDiagnostic	—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