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 76–100 of 268 papers

Title	Date	Tasks	Status	Score
Predicting Human Eye Fixations via an LSTM-based Saliency Attentive Model	Nov 29, 2016	Saliency Prediction	CodeCode Available	5
Salient Object Detection in the Deep Learning Era: An In-Depth Survey	Apr 19, 2019	AttributeObject	CodeCode Available	5
DNA: Deeply-supervised Nonlinear Aggregation for Salient Object Detection	Mar 28, 2019	object-detectionObject Detection	CodeCode Available	5
A Neurodynamic model of Saliency prediction in V1	Nov 15, 2018	modelPrediction	CodeCode Available	5
A Dilated Inception Network for Visual Saliency Prediction	Apr 7, 2019	DiversityPrediction	CodeCode Available	5
CASE: Contrastive Activation for Saliency Estimation	Jun 8, 2025	DiagnosticSaliency Prediction	CodeCode Available	5
Direction Concentration Learning: Enhancing Congruency in Machine Learning	Dec 17, 2019	BIG-bench Machine LearningContinual Learning	CodeCode Available	5
Bridging the Gap Between Saliency Prediction and Image Quality Assessment	May 8, 2024	Image Quality AssessmentSaliency Prediction	CodeCode Available	5
A Deep Multi-Level Network for Saliency Prediction	Sep 5, 2016	PredictionSaliency Prediction	CodeCode Available	5
End-to-end Convolutional Network for Saliency Prediction	Jul 6, 2015	PredictionSaliency Prediction	CodeCode Available	5
End-to-End Saliency Mapping via Probability Distribution Prediction	Apr 5, 2018	Saliency PredictionText Detection	CodeCode Available	5
Modeling Bottom-Up and Top-Down Attention with a Neurodynamic Model of V1	Nov 18, 2019	Saliency Prediction	CodeCode Available	5
Energy-Based Generative Cooperative Saliency Prediction	Jun 25, 2021	PredictionSaliency Prediction	CodeCode Available	5
Dense and Low-Rank Gaussian CRFs Using Deep Embeddings	Oct 1, 2017	GPUHuman Part Segmentation	CodeCode Available	5
Progressive Attention Guided Recurrent Network for Salient Object Detection	Jun 1, 2018	Objectobject-detection	CodeCode Available	5
Reverse Attention for Salient Object Detection	Jul 26, 2018	Objectobject-detection	CodeCode Available	5
DeepVS: A Deep Learning Based Video Saliency Prediction Approach	Sep 1, 2018	Deep LearningPrediction	CodeCode Available	5
Faster gaze prediction with dense networks and Fisher pruning	Jan 17, 2018	Gaze EstimationGaze Prediction	CodeCode Available	5
Deep Visual Attention Prediction	May 7, 2017	PredictionSaliency Prediction	CodeCode Available	5
Gravitational Laws of Focus of Attention	Jun 4, 2019	PredictionSaliency Detection	CodeCode Available	5
Contextual Encoder-Decoder Network for Visual Saliency Prediction	Feb 18, 2019	DecoderGeneral Classification	CodeCode Available	5
FixaTons: A collection of Human Fixations Datasets and Metrics for Scanpath Similarity	Feb 7, 2018	DescriptiveSaliency Prediction	CodeCode Available	5
Beyond saliency: understanding convolutional neural networks from saliency prediction on layer-wise relevance propagation	Dec 22, 2017	Saliency Prediction	CodeCode Available	5
How Does Audio Influence Visual Attention in Omnidirectional Videos? Database and Model	Aug 10, 2024	PredictionSaliency Prediction	CodeCode Available	5
Deep Saliency Mapping for 3D Meshes and Applications	Feb 6, 2023	Saliency Prediction	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