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 131–140 of 268 papers

Title	Date	Tasks	Status
Saliency Prediction with External Knowledge	Jul 27, 2020	Graph AttentionPrediction	—Unverified
Hallucinating Saliency Maps for Fine-Grained Image Classification for Limited Data Domains	Jul 24, 2020	ClassificationFine-Grained Image Classification	—Unverified
ITSELF: Iterative Saliency Estimation fLexible Framework	Jun 30, 2020	object-detectionObject Detection	—Unverified
"Looking at the Right Stuff" - Guided Semantic-Gaze for Autonomous Driving	Jun 1, 2020	Autonomous DrivingSaliency Prediction	—Unverified
Distilling Localization for Self-Supervised Representation Learning	Apr 14, 2020	ColorizationContrastive Learning	—Unverified
Self-supervised Representation Learning for Ultrasound Video	Feb 28, 2020	AnatomyMedical Image Analysis	—Unverified
Toward Improving the Evaluation of Visual Attention Models: a Crowdsourcing Approach	Feb 11, 2020	Saliency Prediction	—Unverified
Direction Concentration Learning: Enhancing Congruency in Machine Learning	Dec 17, 2019	BIG-bench Machine LearningContinual Learning	CodeCode Available
Toward Better Understanding of Saliency Prediction in Augmented 360 Degree Videos	Dec 12, 2019	Object RecognitionOptical Flow Estimation	—Unverified
SKD: Keypoint Detection for Point Clouds using Saliency Estimation	Dec 10, 2019	Keypoint DetectionSaliency 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