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 111–120 of 268 papers

Title	Date	Tasks	Status
Deeply-Supervised Recurrent Convolutional Neural Network for Saliency Detection	Aug 18, 2016	Saliency DetectionSaliency Prediction	—Unverified
Benchmark 3D eye-tracking dataset for visual saliency prediction on stereoscopic 3D video	Mar 13, 2018	Saliency DetectionSaliency Prediction	—Unverified
Deep Learning for Saliency Prediction in Natural Video	Apr 27, 2016	Deep LearningPrediction	—Unverified
Deep Learning for Light Field Saliency Detection	Oct 1, 2019	Deep LearningSaliency Detection	—Unverified
An Element Sensitive Saliency Model with Position Prior Learning for Web Pages	Apr 27, 2018	PositionPrediction	—Unverified
Learning Category-level Shape Saliency via Deep Implicit Surface Networks	Dec 14, 2020	Point Cloud ClassificationSaliency Prediction	—Unverified
Large-Scale Optimization of Hierarchical Features for Saliency Prediction in Natural Images	Jun 1, 2014	Hyperparameter OptimizationSaliency Prediction	—Unverified
Label Consistent Quadratic Surrogate Model for Visual Saliency Prediction	Jun 1, 2015	PredictionSaliency Prediction	—Unverified
DeepGaze II: Reading fixations from deep features trained on object recognition	Oct 5, 2016	Object RecognitionSaliency Prediction	—Unverified
ITSELF: Iterative Saliency Estimation fLexible Framework	Jun 30, 2020	object-detectionObject Detection	—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