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

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Showing 51–100 of 268 papers

Title	Date	Tasks	Status	Score
Textured Mesh Saliency: Bridging Geometry and Texture for Human Perception in 3D Graphics	Dec 11, 2024	Saliency Prediction	CodeCode Available	5
Temporal Saliency Adaptation in Egocentric Videos	Aug 28, 2018	Saliency PredictionVideo Saliency Prediction	CodeCode Available	5
TurkerGaze: Crowdsourcing Saliency with Webcam based Eye Tracking	Apr 25, 2015	Saliency Prediction	CodeCode Available	5
DAVE: A Deep Audio-Visual Embedding for Dynamic Saliency Prediction	May 25, 2019	DecoderPrediction	CodeCode Available	5
Simple vs complex temporal recurrences for video saliency prediction	Jul 3, 2019	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
Correlation of Object Detection Performance with Visual Saliency and Depth Estimation	Nov 5, 2024	Depth EstimationDepth Prediction	CodeCode Available	5
Fast Underwater Image Enhancement for Improved Visual Perception	Mar 23, 2019	Generative Adversarial NetworkImage Enhancement	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
Selective Attention-based Modulation for Continual Learning	Mar 29, 2024	Continual LearningSaliency Prediction	CodeCode Available	5
Shallow and Deep Convolutional Networks for Saliency Prediction	Mar 2, 2016	PredictionSaliency Prediction	CodeCode Available	5
UberNet: Training a `Universal' Convolutional Neural Network for Low-, Mid-, and High-Level Vision using Diverse Datasets and Limited Memory	Sep 7, 2016	Boundary DetectionGPU	CodeCode Available	5
Saliency in Augmented Reality	Apr 18, 2022	PredictionSaliency Prediction	CodeCode Available	5
SalGAN: Visual Saliency Prediction with Generative Adversarial Networks	Jan 4, 2017	Binary ClassificationGeneral Classification	CodeCode Available	5
Saliency Pattern Detection by Ranking Structured Trees	Oct 1, 2017	object-detectionObject Detection	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
Predicting Salient Face in Multiple-Face Videos	Jul 1, 2017	Saliency Prediction	CodeCode Available	5
Rethinking 360deg Image Visual Attention Modelling With Unsupervised Learning.	Jan 1, 2021	Contrastive LearningDecoder	CodeCode Available	5
Salient Object Detection From Arbitrary Modalities	May 6, 2024	Objectobject-detection	CodeCode Available	5
PiCANet: Pixel-wise Contextual Attention Learning for Accurate Saliency Detection	Dec 15, 2018	object-detectionObject Detection	CodeCode Available	5
A positive feedback method based on F-measure value for Salient Object Detection	Apr 28, 2023	object-detectionObject Detection	CodeCode Available	5
Predicting Gaze in Egocentric Video by Learning Task-dependent Attention Transition	Mar 24, 2018	Gaze PredictionPrediction	CodeCode Available	5
Noise-Aware Video Saliency Prediction	Apr 16, 2021	PredictionSaliency Prediction	CodeCode Available	5
A Learning-Based Visual Saliency Prediction Model for Stereoscopic 3D Video (LBVS-3D)	Mar 13, 2018	Saliency PredictionVideo Saliency Prediction	CodeCode Available	5
Multi-source weak supervision for saliency detection	Apr 1, 2019	Caption GenerationSaliency Detection	CodeCode Available	5
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