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
How Does Audio Influence Visual Attention in Omnidirectional Videos? Database and Model	Aug 10, 2024	PredictionSaliency Prediction	CodeCode Available
Understanding and Visualizing Deep Visual Saliency Models	Mar 6, 2019	Object RecognitionSaliency Prediction	CodeCode Available
Modeling Bottom-Up and Top-Down Attention with a Neurodynamic Model of V1	Nov 18, 2019	Saliency Prediction	CodeCode Available
Modeling Object Dissimilarity for Deep Saliency Prediction	Apr 8, 2021	ObjectPrediction	CodeCode Available
Textured Mesh Saliency: Bridging Geometry and Texture for Human Perception in 3D Graphics	Dec 11, 2024	Saliency Prediction	CodeCode Available
Understanding Humans in Crowded Scenes: Deep Nested Adversarial Learning and A New Benchmark for Multi-Human Parsing	Apr 10, 2018	Autonomous DrivingClustering	CodeCode Available
Multi-source weak supervision for saliency detection	Apr 1, 2019	Caption GenerationSaliency Detection	CodeCode Available
Gravitational Laws of Focus of Attention	Jun 4, 2019	PredictionSaliency Detection	CodeCode Available
Noise-Aware Video Saliency Prediction	Apr 16, 2021	PredictionSaliency Prediction	CodeCode Available
FixaTons: A collection of Human Fixations Datasets and Metrics for Scanpath Similarity	Feb 7, 2018	DescriptiveSaliency 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