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 71–80 of 268 papers

Title	Date	Tasks	Status	Hype
Clustered Saliency Prediction	Jul 5, 2022	ClusteringImage-to-Image Translation	—Unverified	0
GASP: Gated Attention For Saliency Prediction	Jun 9, 2022	PredictionSaliency Prediction	CodeCode Available	1
Dual Swin-Transformer based Mutual Interactive Network for RGB-D Salient Object Detection	Jun 7, 2022	object-detectionObject Detection	—Unverified	0
Learning from Pixel-Level Noisy Label : A New Perspective for Light Field Saliency Detection	Apr 28, 2022	Saliency DetectionSaliency Prediction	CodeCode Available	1
An Energy-Based Prior for Generative Saliency	Apr 19, 2022	object-detectionObject Detection	CodeCode Available	1
Saliency in Augmented Reality	Apr 18, 2022	PredictionSaliency Prediction	CodeCode Available	0
Pyramidal Attention for Saliency Detection	Apr 14, 2022	Decoderobject-detection	CodeCode Available	1
Noise Perturbation for Saliency Prediction with Psychophysical Synthetic Images	Apr 12, 2022	PredictionSaliency Prediction	—Unverified	0
Multi-task UNet: Jointly Boosting Saliency Prediction and Disease Classification on Chest X-ray Images	Feb 15, 2022	Deep Learningimage-classification	CodeCode Available	1
Learning From Pixel-Level Noisy Label: A New Perspective for Light Field Saliency Detection	Jan 1, 2022	Saliency DetectionSaliency Prediction	CodeCode Available	1

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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