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
GreenSaliency: A Lightweight and Efficient Image Saliency Detection Method	Mar 30, 2024	Saliency DetectionSaliency Prediction	—Unverified
Half-CNN: A General Framework for Whole-Image Regression	Dec 22, 2014	ClassificationFace Detection	—Unverified
Hallucinating Saliency Maps for Fine-Grained Image Classification for Limited Data Domains	Jul 24, 2020	ClassificationFine-Grained Image Classification	—Unverified
HARF: Hierarchy-Associated Rich Features for Salient Object Detection	Dec 1, 2015	Objectobject-detection	—Unverified
Model-guided Multi-path Knowledge Aggregation for Aerial Saliency Prediction	Nov 14, 2018	Aerial Video Saliency PredictionPrediction	—Unverified
How Many Bits Does it Take for a Stimulus to Be Salient?	Jun 1, 2015	Saliency Prediction	—Unverified
Human Detection and Tracking for Video Surveillance A Cognitive Science Approach	Sep 3, 2017	General ClassificationHuman Detection	—Unverified
FBLNet: FeedBack Loop Network for Driver Attention Prediction	Dec 5, 2022	Autonomous DrivingDriver Attention Monitoring	—Unverified
ITSELF: Iterative Saliency Estimation fLexible Framework	Jun 30, 2020	object-detectionObject Detection	—Unverified
Label Consistent Quadratic Surrogate Model for Visual Saliency Prediction	Jun 1, 2015	PredictionSaliency 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