Saliency Prediction

A saliency map is a model that predicts eye fixations on a visual scene. Saliency prediction is informed by the human visual attention mechanism and predicts the possibility of the human eyes to stay in a certain position in the scene.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 201–210 of 268 papers

Title	Date	Tasks	Status
Benchmark 3D eye-tracking dataset for visual saliency prediction on stereoscopic 3D video	Mar 13, 2018	Saliency DetectionSaliency Prediction	—Unverified
A Learning-Based Visual Saliency Fusion Model for High Dynamic Range Video (LBVS-HDR)	Mar 13, 2018	Saliency Prediction	CodeCode Available
Task Specific Visual Saliency Prediction with Memory Augmented Conditional Generative Adversarial Networks	Mar 9, 2018	Saliency Prediction	—Unverified
Where's YOUR focus: Personalized Attention	Feb 22, 2018	PredictionSaliency Detection	—Unverified
Weighted Linear Discriminant Analysis based on Class Saliency Information	Feb 19, 2018	General Classificationimage-classification	—Unverified
ASP:A Fast Adversarial Attack Example Generation Framework based on Adversarial Saliency Prediction	Feb 15, 2018	Adversarial Attackimage-classification	—Unverified
FixaTons: A collection of Human Fixations Datasets and Metrics for Scanpath Similarity	Feb 7, 2018	DescriptiveSaliency Prediction	CodeCode Available
Supersaliency: A Novel Pipeline for Predicting Smooth Pursuit-Based Attention Improves Generalizability of Video Saliency	Jan 26, 2018	PredictionSaliency Prediction	—Unverified
Faster gaze prediction with dense networks and Fisher pruning	Jan 17, 2018	Gaze EstimationGaze Prediction	CodeCode Available
Beyond saliency: understanding convolutional neural networks from saliency prediction on layer-wise relevance propagation	Dec 22, 2017	Saliency Prediction	CodeCode Available

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All datasets SALECI SALICON MIT300 CAT2000

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Transalnet	KL	0.87	—	Unverified
2	TempSAL	KL	0.71	—	Unverified
3	SSwin transformer	KL	0.65	—	Unverified
4	ECT-SAL	KL	0.58	—	Unverified
5	SUM	KL	0.47	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SUM	AUC	0.88	—	Unverified
2	SalNAS-XL + Self-KD	AUC	0.87	—	Unverified
3	TempSAL	AUC	0.87	—	Unverified
4	MDS-ViTNet	AUC	0.87	—	Unverified
5	TranSalNet	AUC	0.87	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SUM	AUC-Judd	0.91	—	Unverified
2	TranSalNet	AUC-Judd	0.87	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SUM	KL	0.27	—	Unverified