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	Hype
HARF: Hierarchy-Associated Rich Features for Salient Object Detection	Dec 1, 2015	Objectobject-detection	—Unverified	0
Exploiting Egocentric Object Prior for 3D Saliency Detection	Nov 9, 2015	ObjectSaliency Detection	—Unverified	0
DeepFix: A Fully Convolutional Neural Network for predicting Human Eye Fixations	Oct 10, 2015	Saliency Prediction	—Unverified	0
End-to-end Convolutional Network for Saliency Prediction	Jul 6, 2015	PredictionSaliency Prediction	CodeCode Available	0
How Many Bits Does it Take for a Stimulus to Be Salient?	Jun 1, 2015	Saliency Prediction	—Unverified	0
Label Consistent Quadratic Surrogate Model for Visual Saliency Prediction	Jun 1, 2015	PredictionSaliency Prediction	—Unverified	0
Social Saliency Prediction	Jun 1, 2015	PredictionSaliency Prediction	—Unverified	0
SALICON: Saliency in Context	Jun 1, 2015	Saliency Prediction	—Unverified	0
TurkerGaze: Crowdsourcing Saliency with Webcam based Eye Tracking	Apr 25, 2015	Saliency Prediction	CodeCode Available	0
Half-CNN: A General Framework for Whole-Image Regression	Dec 22, 2014	ClassificationFace Detection	—Unverified	0
Deep Gaze I: Boosting Saliency Prediction with Feature Maps Trained on ImageNet	Nov 4, 2014	Object RecognitionPoint Processes	CodeCode Available	1
Large-Scale Optimization of Hierarchical Features for Saliency Prediction in Natural Images	Jun 1, 2014	Hyperparameter OptimizationSaliency Prediction	—Unverified	0
Visual saliency estimation by integrating features using multiple kernel learning	Jul 22, 2013	ObjectSaliency Prediction	—Unverified	0
Part Discovery from Partial Correspondence	Jun 1, 2013	Diversityobject-detection	—Unverified	0
Learning Video Saliency from Human Gaze Using Candidate Selection	Jun 1, 2013	Saliency Prediction	—Unverified	0
Geodesic-based Salient Object Detection	Feb 26, 2013	Objectobject-detection	—Unverified	0
Graph-Based Visual Saliency	Dec 4, 2006	Saliency PredictionVideo Saliency Detection	—Unverified	0
A model of saliency-based visual attention for rapid scene analysis	Nov 1, 1998	Saliency PredictionScene Understanding	—Unverified	0

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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