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 241–250 of 268 papers

Title	Date	Tasks	Status
End-to-End Saliency Mapping via Probability Distribution Prediction	Apr 5, 2018	Saliency PredictionText Detection	CodeCode Available
A positive feedback method based on F-measure value for Salient Object Detection	Apr 28, 2023	object-detectionObject Detection	CodeCode Available
SalGAN: Visual Saliency Prediction with Generative Adversarial Networks	Jan 4, 2017	Binary ClassificationGeneral Classification	CodeCode Available
A Deep Multi-Level Network for Saliency Prediction	Sep 5, 2016	PredictionSaliency Prediction	CodeCode Available
A Neurodynamic model of Saliency prediction in V1	Nov 15, 2018	modelPrediction	CodeCode Available
A Dilated Inception Network for Visual Saliency Prediction	Apr 7, 2019	DiversityPrediction	CodeCode Available
DeepVS: A Deep Learning Based Video Saliency Prediction Approach	Sep 1, 2018	Deep LearningPrediction	CodeCode Available
Deep Visual Attention Prediction	May 7, 2017	PredictionSaliency Prediction	CodeCode Available
Deep Saliency Mapping for 3D Meshes and Applications	Feb 6, 2023	Saliency Prediction	CodeCode Available
TurkerGaze: Crowdsourcing Saliency with Webcam based Eye Tracking	Apr 25, 2015	Saliency 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