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 251–268 of 268 papers

Title	Date	Tasks	Status
Learning to Predict Saliency on Face Images	Dec 1, 2015	Saliency DetectionSaliency Prediction	—Unverified
HARF: Hierarchy-Associated Rich Features for Salient Object Detection	Dec 1, 2015	Objectobject-detection	—Unverified
Exploiting Egocentric Object Prior for 3D Saliency Detection	Nov 9, 2015	ObjectSaliency Detection	—Unverified
DeepFix: A Fully Convolutional Neural Network for predicting Human Eye Fixations	Oct 10, 2015	Saliency Prediction	—Unverified
End-to-end Convolutional Network for Saliency Prediction	Jul 6, 2015	PredictionSaliency Prediction	CodeCode Available
Label Consistent Quadratic Surrogate Model for Visual Saliency Prediction	Jun 1, 2015	PredictionSaliency Prediction	—Unverified
How Many Bits Does it Take for a Stimulus to Be Salient?	Jun 1, 2015	Saliency Prediction	—Unverified
Social Saliency Prediction	Jun 1, 2015	PredictionSaliency Prediction	—Unverified
SALICON: Saliency in Context	Jun 1, 2015	Saliency Prediction	—Unverified
TurkerGaze: Crowdsourcing Saliency with Webcam based Eye Tracking	Apr 25, 2015	Saliency Prediction	CodeCode Available
Half-CNN: A General Framework for Whole-Image Regression	Dec 22, 2014	ClassificationFace Detection	—Unverified
Large-Scale Optimization of Hierarchical Features for Saliency Prediction in Natural Images	Jun 1, 2014	Hyperparameter OptimizationSaliency Prediction	—Unverified
Visual saliency estimation by integrating features using multiple kernel learning	Jul 22, 2013	ObjectSaliency Prediction	—Unverified
Learning Video Saliency from Human Gaze Using Candidate Selection	Jun 1, 2013	Saliency Prediction	—Unverified
Part Discovery from Partial Correspondence	Jun 1, 2013	Diversityobject-detection	—Unverified
Geodesic-based Salient Object Detection	Feb 26, 2013	Objectobject-detection	—Unverified
Graph-Based Visual Saliency	Dec 4, 2006	Saliency PredictionVideo Saliency Detection	—Unverified
A model of saliency-based visual attention for rapid scene analysis	Nov 1, 1998	Saliency PredictionScene Understanding	—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