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 121–130 of 268 papers

Title	Date	Tasks	Status
Learning Gaze Transitions From Depth to Improve Video Saliency Estimation	Oct 1, 2017	Saliency Prediction	—Unverified
Learning Generative Vision Transformer with Energy-Based Latent Space for Saliency Prediction	Dec 27, 2021	object-detectionObject Detection	—Unverified
Learning Saliency From Fixations	Nov 23, 2023	DecoderPrediction	—Unverified
Learning Saliency Prediction From Sparse Fixation Pixel Map	Sep 3, 2018	ClusteringPrediction	—Unverified
Learning to Explore Intrinsic Saliency for Stereoscopic Video	Jun 1, 2019	Saliency DetectionSaliency Prediction	—Unverified
Learning to Predict Saliency on Face Images	Dec 1, 2015	Saliency DetectionSaliency Prediction	—Unverified
Personalization of Saliency Estimation	Nov 21, 2017	Saliency 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
A Psychophysical Oriented Saliency Map Prediction Model	Nov 8, 2020	modelPrediction	—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