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 181–190 of 268 papers

Title	Date	Tasks	Status
Unified Dynamic Scanpath Predictors Outperform Individually Trained Neural Models	May 5, 2024	Saliency PredictionScanpath prediction	—Unverified
UniST: Towards Unifying Saliency Transformer for Video Saliency Prediction and Detection	Sep 15, 2023	Decoderobject-detection	—Unverified
Unsupervised Video Object Segmentation using Motion Saliency-Guided Spatio-Temporal Propagation	Sep 4, 2018	Deep LearningOptical Flow Estimation	—Unverified
ViDaS Video Depth-aware Saliency Network	May 19, 2023	object-detectionObject Detection	—Unverified
Video Saliency Detection by 3D Convolutional Neural Networks	Jul 12, 2018	Objectobject-detection	—Unverified
Visual Attention driven by Convolutional Features	Jul 12, 2018	Saliency Prediction	—Unverified
Visual saliency detection: a Kalman filter based approach	Apr 17, 2016	Saliency DetectionSaliency Prediction	—Unverified
Visual saliency estimation by integrating features using multiple kernel learning	Jul 22, 2013	ObjectSaliency Prediction	—Unverified
Visual Saliency Maps Can Apply to Facial Expression Recognition	Nov 12, 2018	Facial Expression RecognitionFacial Expression Recognition (FER)	—Unverified
Visual Saliency Prediction Using a Mixture of Deep Neural Networks	Feb 1, 2017	Mixture-of-ExpertsSaliency 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