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 71–80 of 268 papers

Title	Date	Tasks	Status	Score
Modeling Object Dissimilarity for Deep Saliency Prediction	Apr 8, 2021	ObjectPrediction	CodeCode Available	5
Modeling Bottom-Up and Top-Down Attention with a Neurodynamic Model of V1	Nov 18, 2019	Saliency Prediction	CodeCode Available	5
Multi-source weak supervision for saliency detection	Apr 1, 2019	Caption GenerationSaliency Detection	CodeCode Available	5
A positive feedback method based on F-measure value for Salient Object Detection	Apr 28, 2023	object-detectionObject Detection	CodeCode Available	5
CASE: Contrastive Activation for Saliency Estimation	Jun 8, 2025	DiagnosticSaliency Prediction	CodeCode Available	5
A Learning-Based Visual Saliency Prediction Model for Stereoscopic 3D Video (LBVS-3D)	Mar 13, 2018	Saliency PredictionVideo Saliency Prediction	CodeCode Available	5
A Dilated Inception Network for Visual Saliency Prediction	Apr 7, 2019	DiversityPrediction	CodeCode Available	5
Noise-Aware Video Saliency Prediction	Apr 16, 2021	PredictionSaliency Prediction	CodeCode Available	5
How Does Audio Influence Visual Attention in Omnidirectional Videos? Database and Model	Aug 10, 2024	PredictionSaliency Prediction	CodeCode Available	5
DNA: Deeply-supervised Nonlinear Aggregation for Salient Object Detection	Mar 28, 2019	object-detectionObject Detection	CodeCode Available	5

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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