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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 291–300 of 364 papers

Title	Date	Tasks	Status	Hype
Saliency Detection for Improving Object Proposals	Mar 14, 2016	Objectobject-detection	—Unverified	0
Saliency detection for seismic applications using multi-dimensional spectral projections and directional comparisons	Jan 30, 2019	Saliency Detection	—Unverified	0
Saliency Detection for Stereoscopic Images Based on Depth Confidence Analysis and Multiple Cues Fusion	Oct 14, 2017	graph constructionSaliency Detection	—Unverified	0
Saliency Detection in 360Â° Videos	Sep 1, 2018	Saliency DetectionVideo Saliency Detection	—Unverified	0
Saliency Detection in Educational Videos: Analyzing the Performance of Current Models, Identifying Limitations and Advancement Directions	Aug 8, 2024	Information RetrievalSaliency Detection	—Unverified	0
Saliency Detection on Light Field	Jun 1, 2014	Saliency Detection	—Unverified	0
Saliency Detection via Bidirectional Absorbing Markov Chain	Aug 25, 2018	Saliency DetectionSuperpixels	—Unverified	0
Saliency Detection via Cellular Automata	Jun 1, 2015	Saliency Detection	—Unverified	0
Saliency Detection via Combining Region-Level and Pixel-Level Predictions with CNNs	Aug 18, 2016	PredictionSaliency Detection	—Unverified	0
Saliency Detection via Global Context Enhanced Feature Fusion and Edge Weighted Loss	Oct 13, 2021	DecoderObject	—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