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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 181–190 of 364 papers

Title	Date	Tasks	Status	Hype	Score
Co-Saliency Detection via Looking Deep and Wide	Jun 1, 2015	Co-Salient Object DetectionImage Retrieval	—Unverified	0	0
Light-weighted Saliency Detection with Distinctively Lower Memory Cost and Model Size	Jan 15, 2019	Saliency Detection	—Unverified	0	0
Unsupervised Motor Imagery Saliency Detection Based on Self-Attention Mechanism	Apr 19, 2022	Brain Computer InterfaceEEG	—Unverified	0	0
LooseCut: Interactive Image Segmentation with Loosely Bounded Boxes	Jul 11, 2015	Image SegmentationObject	—Unverified	0	0
Low-Rate Semantic Communication with Codebook-based Conditional Generative Models	Apr 7, 2025	Saliency DetectionSemantic Communication	—Unverified	0	0
Co-saliency Detection for RGBD Images Based on Multi-constraint Feature Matching and Cross Label Propagation	Oct 14, 2017	Co-Salient Object DetectionSaliency Detection	—Unverified	0	0
Unsupervised Neural Architecture for Saliency Detection: Extended Version	Nov 18, 2014	Saliency Detection	—Unverified	0	0
A General Framework for Saliency Detection Methods	Dec 27, 2019	Saliency Detection	—Unverified	0	0
Unsupervised uncertainty estimation using spatiotemporal cues in video saliency detection	Jan 6, 2019	Saliency DetectionVideo Saliency Detection	—Unverified	0	0
Mitigate Domain Shift by Primary-Auxiliary Objectives Association for Generalizing Person ReID	Oct 24, 2023	Auxiliary LearningDomain Generalization	—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