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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 271–280 of 364 papers

Title	Date	Tasks	Status	Hype
Quality-Aware Multimodal Saliency Detection via Deep Reinforcement Learning	Nov 27, 2018	Decision MakingDecoder	—Unverified	0
Quantitative Analysis of Saliency Models	May 31, 2016	Saliency Detection	—Unverified	0
Recurrent Attentional Networks for Saliency Detection	Apr 12, 2016	Saliency Detection	—Unverified	0
Region-Based Multiscale Spatiotemporal Saliency for Video	Aug 4, 2017	Saliency Detection	—Unverified	0
Region Refinement Network for Salient Object Detection	Jun 27, 2019	Objectobject-detection	—Unverified	0
Reinforcement Learning Based Sparse Black-box Adversarial Attack on Video Recognition Models	Aug 29, 2021	Adversarial Attackreinforcement-learning	—Unverified	0
Residual Spatial Fusion Network for RGB-Thermal Semantic Segmentation	Jun 17, 2023	Autonomous DrivingSaliency Detection	—Unverified	0
Rethinking Lightweight Salient Object Detection via Network Depth-Width Tradeoff	Jan 17, 2023	Decoderobject-detection	—Unverified	0
Review of Visual Saliency Detection with Comprehensive Information	Mar 9, 2018	Co-Salient Object DetectionSaliency Detection	—Unverified	0
RGB-D Salient Object Detection Based on Discriminative Cross-modal Transfer Learning	Mar 1, 2017	object-detectionObject Detection	—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