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 241–250 of 268 papers

Title	Date	Tasks	Status
Salient Region Detection and Segmentation in Images using Dynamic Mode Decomposition	Jul 11, 2016	Saliency Prediction	—Unverified
WEPSAM: Weakly Pre-Learnt Saliency Model	May 3, 2016	modelPrediction	—Unverified
Deep Learning for Saliency Prediction in Natural Video	Apr 27, 2016	Deep LearningPrediction	—Unverified
Visual saliency detection: a Kalman filter based approach	Apr 17, 2016	Saliency DetectionSaliency Prediction	—Unverified
The Effect of Distortions on the Prediction of Visual Attention	Apr 13, 2016	Saliency Prediction	—Unverified
Recurrent Mixture Density Network for Spatiotemporal Visual Attention	Mar 27, 2016	Action ClassificationSaliency Prediction	—Unverified
Learning Gaze Transitions from Depth to Improve Video Saliency Estimation	Mar 11, 2016	Saliency Prediction	—Unverified
Shallow and Deep Convolutional Networks for Saliency Prediction	Mar 2, 2016	PredictionSaliency Prediction	CodeCode Available
Learning to Predict Saliency on Face Images	Dec 1, 2015	Saliency DetectionSaliency Prediction	—Unverified
SALICON: Reducing the Semantic Gap in Saliency Prediction by Adapting Deep Neural Networks	Dec 1, 2015	Object RecognitionSaliency Prediction	—Unverified

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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