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 131–140 of 268 papers

Title	Date	Tasks	Status	Hype
Toward Improving the Evaluation of Visual Attention Models: a Crowdsourcing Approach	Feb 11, 2020	Saliency Prediction	—Unverified	0
Simultaneous Enhancement and Super-Resolution of Underwater Imagery for Improved Visual Perception	Feb 4, 2020	Image EnhancementSaliency Prediction	CodeCode Available	1
STAViS: Spatio-Temporal AudioVisual Saliency Network	Jan 9, 2020	Saliency Prediction	CodeCode Available	1
Video Saliency Prediction Using Enhanced Spatiotemporal Alignment Network	Jan 2, 2020	PredictionSaliency Prediction	CodeCode Available	1
Direction Concentration Learning: Enhancing Congruency in Machine Learning	Dec 17, 2019	BIG-bench Machine LearningContinual Learning	CodeCode Available	0
Toward Better Understanding of Saliency Prediction in Augmented 360 Degree Videos	Dec 12, 2019	Object RecognitionOptical Flow Estimation	—Unverified	0
SKD: Keypoint Detection for Point Clouds using Saliency Estimation	Dec 10, 2019	Keypoint DetectionSaliency Prediction	—Unverified	0
DeepUSPS: Deep Robust Unsupervised Saliency Prediction via Self-supervision	Dec 1, 2019	object-detectionObject Detection	—Unverified	0
Looking at the right stuff: Guided semantic-gaze for autonomous driving	Nov 24, 2019	Autonomous DrivingSaliency Prediction	—Unverified	0
Modeling Bottom-Up and Top-Down Attention with a Neurodynamic Model of V1	Nov 18, 2019	Saliency Prediction	CodeCode Available	0

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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