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 211–220 of 268 papers

Title	Date	Tasks	Status
Personalization of Saliency Estimation	Nov 21, 2017	Saliency Prediction	—Unverified
Saliency Prediction for Mobile User Interfaces	Nov 10, 2017	PredictionSaliency Prediction	—Unverified
Saliency Pattern Detection by Ranking Structured Trees	Oct 1, 2017	object-detectionObject Detection	CodeCode Available
Understanding Low- and High-Level Contributions to Fixation Prediction	Oct 1, 2017	Object RecognitionPrediction	—Unverified
Learning Gaze Transitions From Depth to Improve Video Saliency Estimation	Oct 1, 2017	Saliency Prediction	—Unverified
Dense and Low-Rank Gaussian CRFs Using Deep Embeddings	Oct 1, 2017	GPUHuman Part Segmentation	CodeCode Available
Predicting Video Saliency with Object-to-Motion CNN and Two-layer Convolutional LSTM	Sep 19, 2017	Saliency PredictionVideo Saliency Prediction	CodeCode Available
SalNet360: Saliency Maps for omni-directional images with CNN	Sep 19, 2017	PredictionSaliency Prediction	—Unverified
Human Detection and Tracking for Video Surveillance A Cognitive Science Approach	Sep 3, 2017	General ClassificationHuman Detection	—Unverified
Facial Expression Recognition using Visual Saliency and Deep Learning	Aug 26, 2017	Deep LearningFacial Expression Recognition	—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