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 221–230 of 268 papers

Title	Date	Tasks	Status
Training Deep Networks to be Spatially Sensitive	Aug 7, 2017	Saliency PredictionSemantic Segmentation	—Unverified
A Locally Weighted Fixation Density-Based Metric for Assessing the Quality of Visual Saliency Predictions	Aug 1, 2017	Saliency Prediction	—Unverified
Ubernet: Training a Universal Convolutional Neural Network for Low-, Mid-, and High-Level Vision Using Diverse Datasets and Limited Memory	Jul 1, 2017	Boundary DetectionGPU	—Unverified
Predicting Salient Face in Multiple-Face Videos	Jul 1, 2017	Saliency Prediction	CodeCode Available
Paying More Attention to Saliency: Image Captioning with Saliency and Context Attention	Jun 26, 2017	Image CaptioningSaliency Prediction	—Unverified
Saliency Guided End-to-End Learning for Weakly Supervised Object Detection	Jun 21, 2017	object-detectionObject Detection	—Unverified
Saliency Revisited: Analysis of Mouse Movements versus Fixations	May 30, 2017	Model SelectionSaliency Prediction	—Unverified
Gaze Distribution Analysis and Saliency Prediction Across Age Groups	May 20, 2017	PredictionSaliency Prediction	—Unverified
Deep Visual Attention Prediction	May 7, 2017	PredictionSaliency Prediction	CodeCode Available
Visual Saliency Prediction Using a Mixture of Deep Neural Networks	Feb 1, 2017	Mixture-of-ExpertsSaliency Prediction	—Unverified

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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