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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 211–220 of 364 papers

Title	Date	Tasks	Status	Hype
DSAL-GAN: Denoising based Saliency Prediction with Generative Adversarial Networks	Apr 2, 2019	DenoisingGenerative Adversarial Network	—Unverified	0
Multi-source weak supervision for saliency detection	Apr 1, 2019	Caption GenerationSaliency Detection	CodeCode Available	0
Pyramid Feature Attention Network for Saliency detection	Mar 1, 2019	Saliency Detection	CodeCode Available	1
Salient object detection on hyperspectral images using features learned from unsupervised segmentation task	Feb 28, 2019	ClusteringImage Segmentation	CodeCode Available	0
Object Discovery From a Single Unlabeled Image by Mining Frequent Itemset With Multi-scale Features	Feb 26, 2019	Object DiscoverySaliency Detection	CodeCode Available	0
Saliency detection for seismic applications using multi-dimensional spectral projections and directional comparisons	Jan 30, 2019	Saliency Detection	—Unverified	0
Deep Reasoning with Multi-Scale Context for Salient Object Detection	Jan 24, 2019	object-detectionObject Detection	—Unverified	0
Salient Object Detection with Lossless Feature Reflection and Weighted Structural Loss	Jan 21, 2019	Objectobject-detection	—Unverified	0
Light-weighted Saliency Detection with Distinctively Lower Memory Cost and Model Size	Jan 15, 2019	Saliency Detection	—Unverified	0
Unsupervised uncertainty estimation using spatiotemporal cues in video saliency detection	Jan 6, 2019	Saliency DetectionVideo Saliency 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