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	Score
Multi-source weak supervision for saliency detection	Apr 1, 2019	Caption GenerationSaliency Detection	CodeCode Available	5
Noise-Aware Video Saliency Prediction	Apr 16, 2021	PredictionSaliency Prediction	CodeCode Available	5
Modeling Bottom-Up and Top-Down Attention with a Neurodynamic Model of V1	Nov 18, 2019	Saliency Prediction	CodeCode Available	5
Modeling Object Dissimilarity for Deep Saliency Prediction	Apr 8, 2021	ObjectPrediction	CodeCode Available	5
DAVE: A Deep Audio-Visual Embedding for Dynamic Saliency Prediction	May 25, 2019	DecoderPrediction	CodeCode Available	5
How is Visual Attention Influenced by Text Guidance? Database and Model	Apr 11, 2024	PredictionSaliency 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
Gravitational Laws of Focus of Attention	Jun 4, 2019	PredictionSaliency Detection	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

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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