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
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
Dual Domain-Adversarial Learning for Audio-Visual Saliency Prediction	Aug 10, 2022	Domain AdaptationPrediction	—Unverified
DTFSal: Audio-Visual Dynamic Token Fusion for Video Saliency Prediction	Apr 14, 2025	Computational EfficiencySaliency Prediction	—Unverified
Large-Scale Optimization of Hierarchical Features for Saliency Prediction in Natural Images	Jun 1, 2014	Hyperparameter OptimizationSaliency Prediction	—Unverified
CaRDiff: Video Salient Object Ranking Chain of Thought Reasoning for Saliency Prediction with Diffusion	Aug 21, 2024	Language ModellingLarge Language Model	—Unverified
"Looking at the Right Stuff" - Guided Semantic-Gaze for Autonomous Driving	Jun 1, 2020	Autonomous DrivingSaliency Prediction	—Unverified
DSAL-GAN: Denoising based Saliency Prediction with Generative Adversarial Networks	Apr 2, 2019	DenoisingGenerative Adversarial Network	—Unverified
Distilling Localization for Self-Supervised Representation Learning	Apr 14, 2020	ColorizationContrastive Learning	—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