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 161–170 of 268 papers

Title	Date	Tasks	Status
DNA: Deeply-supervised Nonlinear Aggregation for Salient Object Detection	Mar 28, 2019	object-detectionObject Detection	CodeCode Available
Fast Underwater Image Enhancement for Improved Visual Perception	Mar 23, 2019	Generative Adversarial NetworkImage Enhancement	CodeCode Available
Ultrasound Image Representation Learning by Modeling Sonographer Visual Attention	Mar 7, 2019	regressionRepresentation Learning	—Unverified
Understanding and Visualizing Deep Visual Saliency Models	Mar 6, 2019	Object RecognitionSaliency Prediction	CodeCode Available
Contextual Encoder-Decoder Network for Visual Saliency Prediction	Feb 18, 2019	DecoderGeneral Classification	CodeCode Available
Deep Reasoning with Multi-Scale Context for Salient Object Detection	Jan 24, 2019	object-detectionObject Detection	—Unverified
Salient Object Detection via High-to-Low Hierarchical Context Aggregation	Dec 28, 2018	object-detectionObject Detection	—Unverified
PiCANet: Pixel-wise Contextual Attention Learning for Accurate Saliency Detection	Dec 15, 2018	object-detectionObject Detection	CodeCode Available
SUSiNet: See, Understand and Summarize it	Dec 3, 2018	Action RecognitionSaliency Prediction	—Unverified
A Neurodynamic model of Saliency prediction in V1	Nov 15, 2018	modelPrediction	CodeCode Available

Show:10 25 50

← PrevPage 17 of 27Next →

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