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 51–60 of 268 papers

Title	Date	Tasks	Status
Benchmark 3D eye-tracking dataset for visual saliency prediction on stereoscopic 3D video	Mar 13, 2018	Saliency DetectionSaliency Prediction	—Unverified
Deep Learning for Light Field Saliency Detection	Oct 1, 2019	Deep LearningSaliency Detection	—Unverified
An Element Sensitive Saliency Model with Position Prior Learning for Web Pages	Apr 27, 2018	PositionPrediction	—Unverified
DeepGaze II: Reading fixations from deep features trained on object recognition	Oct 5, 2016	Object RecognitionSaliency Prediction	—Unverified
DeepFix: A Fully Convolutional Neural Network for predicting Human Eye Fixations	Oct 10, 2015	Saliency Prediction	—Unverified
Deep, Dense, and Low-Rank Gaussian Conditional Random Fields	Nov 28, 2016	GPUSaliency Prediction	—Unverified
Audiovisual Saliency Prediction in Uncategorized Video Sequences based on Audio-Video Correlation	Jan 7, 2021	Saliency Prediction	—Unverified
A Modified Word Saliency-Based Adversarial Attack on Text Classification Models	Mar 17, 2024	Adversarial AttackClassification	—Unverified
A Hybrid Framework for Tumor Saliency Estimation	Jun 27, 2018	Saliency PredictionSegmentation	—Unverified
Audio-visual Saliency for Omnidirectional Videos	Nov 9, 2023	PredictionSaliency 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