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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 171–180 of 364 papers

Title	Date	Tasks	Status	Hype
EF-Net: A novel enhancement and fusion network for RGB-D saliency detection	Nov 4, 2020	object-detectionObject Detection	CodeCode Available	0
AI Marker-based Large-scale AI Literature Mining	Nov 1, 2020	ClusteringLiterature Mining	—Unverified	0
Fast and Accurate Light Field Saliency Detection through Deep Encoding	Oct 25, 2020	CPUSaliency Detection	—Unverified	0
Weakly-supervised Salient Instance Detection	Sep 29, 2020	Boundary DetectionObject Localization	—Unverified	0
Co-Saliency Detection with Co-Attention Fully Convolutional Network	Aug 20, 2020	Co-Salient Object DetectionSaliency Detection	—Unverified	0
Salient Instance Segmentation with Region and Box-level Annotations	Aug 19, 2020	Instance Segmentationobject-detection	—Unverified	0
Implicit Saliency in Deep Neural Networks	Aug 4, 2020	Saliency Detection	—Unverified	0
A Plug-and-play Scheme to Adapt Image Saliency Deep Model for Video Data	Aug 2, 2020	Saliency DetectionVideo Saliency Detection	CodeCode Available	0
Learning Noise-Aware Encoder-Decoder from Noisy Labels by Alternating Back-Propagation for Saliency Detection	Jul 23, 2020	DecoderSaliency Detection	—Unverified	0
Synergistic saliency and depth prediction for RGB-D saliency detection	Jul 3, 2020	Depth EstimationDepth Prediction	—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