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 171–180 of 268 papers

Title	Date	Tasks	Status
Model-guided Multi-path Knowledge Aggregation for Aerial Saliency Prediction	Nov 14, 2018	Aerial Video Saliency PredictionPrediction	—Unverified
Visual Saliency Maps Can Apply to Facial Expression Recognition	Nov 12, 2018	Facial Expression RecognitionFacial Expression Recognition (FER)	—Unverified
Semantic and Contrast-Aware Saliency	Nov 9, 2018	Saliency Prediction	—Unverified
Bottom-up Attention, Models of	Oct 11, 2018	Saliency Prediction	—Unverified
Saliency Prediction in the Deep Learning Era: Successes, Limitations, and Future Challenges	Oct 8, 2018	Saliency Prediction	—Unverified
Unsupervised Video Object Segmentation using Motion Saliency-Guided Spatio-Temporal Propagation	Sep 4, 2018	Deep LearningOptical Flow Estimation	—Unverified
Learning Saliency Prediction From Sparse Fixation Pixel Map	Sep 3, 2018	ClusteringPrediction	—Unverified
DeepVS: A Deep Learning Based Video Saliency Prediction Approach	Sep 1, 2018	Deep LearningPrediction	CodeCode Available
Weakly-supervised Video Summarization using Variational Encoder-Decoder and Web Prior	Sep 1, 2018	DecoderSaliency Prediction	CodeCode Available
Task-driven Webpage Saliency	Sep 1, 2018	PredictionSaliency Detection	—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