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

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Showing 261–268 of 268 papers

Title	Date	Tasks	Status
A Learning-Based Visual Saliency Prediction Model for Stereoscopic 3D Video (LBVS-3D)	Mar 13, 2018	Saliency PredictionVideo Saliency Prediction	CodeCode Available
A Learning-Based Visual Saliency Fusion Model for High Dynamic Range Video (LBVS-HDR)	Mar 13, 2018	Saliency Prediction	CodeCode Available
SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillation	Jul 29, 2024	DecoderKnowledge Distillation	CodeCode Available
Temporal Saliency Adaptation in Egocentric Videos	Aug 28, 2018	Saliency PredictionVideo Saliency Prediction	CodeCode Available
Contextual Encoder-Decoder Network for Visual Saliency Prediction	Feb 18, 2019	DecoderGeneral Classification	CodeCode Available
CASE: Contrastive Activation for Saliency Estimation	Jun 8, 2025	DiagnosticSaliency Prediction	CodeCode Available
Selective Attention-based Modulation for Continual Learning	Mar 29, 2024	Continual LearningSaliency Prediction	CodeCode Available
End-to-end Convolutional Network for Saliency Prediction	Jul 6, 2015	PredictionSaliency Prediction	CodeCode Available

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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