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 221–230 of 268 papers

Title	Date	Tasks	Status
Fast Underwater Image Enhancement for Improved Visual Perception	Mar 23, 2019	Generative Adversarial NetworkImage Enhancement	CodeCode Available
Faster gaze prediction with dense networks and Fisher pruning	Jan 17, 2018	Gaze EstimationGaze Prediction	CodeCode Available
Bridging the Gap Between Saliency Prediction and Image Quality Assessment	May 8, 2024	Image Quality AssessmentSaliency Prediction	CodeCode Available
DNA: Deeply-supervised Nonlinear Aggregation for Salient Object Detection	Mar 28, 2019	object-detectionObject Detection	CodeCode Available
Beyond saliency: understanding convolutional neural networks from saliency prediction on layer-wise relevance propagation	Dec 22, 2017	Saliency Prediction	CodeCode Available
PiCANet: Pixel-wise Contextual Attention Learning for Accurate Saliency Detection	Dec 15, 2018	object-detectionObject Detection	CodeCode Available
Predicting Gaze in Egocentric Video by Learning Task-dependent Attention Transition	Mar 24, 2018	Gaze PredictionPrediction	CodeCode Available
Predicting Human Eye Fixations via an LSTM-based Saliency Attentive Model	Nov 29, 2016	Saliency Prediction	CodeCode Available
Predicting Salient Face in Multiple-Face Videos	Jul 1, 2017	Saliency Prediction	CodeCode Available
Predicting Video Saliency with Object-to-Motion CNN and Two-layer Convolutional LSTM	Sep 19, 2017	Saliency PredictionVideo Saliency 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