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 61–70 of 268 papers

Title	Date	Tasks	Status	Score
Predicting Salient Face in Multiple-Face Videos	Jul 1, 2017	Saliency Prediction	CodeCode Available	5
Predicting Video Saliency with Object-to-Motion CNN and Two-layer Convolutional LSTM	Sep 19, 2017	Saliency PredictionVideo Saliency Prediction	CodeCode Available	5
CSPENet: Contour-Aware and Saliency Priors Embedding Network for Infrared Small Target Detection	May 15, 2025	Saliency Prediction	CodeCode Available	5
Correlation of Object Detection Performance with Visual Saliency and Depth Estimation	Nov 5, 2024	Depth EstimationDepth Prediction	CodeCode Available	5
Contextual Encoder-Decoder Network for Visual Saliency Prediction	Feb 18, 2019	DecoderGeneral Classification	CodeCode Available	5
A Deep Learning Framework for Visual Attention Prediction and Analysis of News Interfaces	Mar 21, 2025	Saliency DetectionSaliency Prediction	CodeCode Available	5
Reverse Attention for Salient Object Detection	Jul 26, 2018	Objectobject-detection	CodeCode Available	5
How is Visual Attention Influenced by Text Guidance? Database and Model	Apr 11, 2024	PredictionSaliency Prediction	CodeCode Available	5
How Does Audio Influence Visual Attention in Omnidirectional Videos? Database and Model	Aug 10, 2024	PredictionSaliency Prediction	CodeCode Available	5
Gravitational Laws of Focus of Attention	Jun 4, 2019	PredictionSaliency Detection	CodeCode Available	5

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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