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 251–268 of 268 papers

Title	Date	Tasks	Status
Saliency in Augmented Reality	Apr 18, 2022	PredictionSaliency Prediction	CodeCode Available
Saliency Pattern Detection by Ranking Structured Trees	Oct 1, 2017	object-detectionObject Detection	CodeCode Available
DAVE: A Deep Audio-Visual Embedding for Dynamic Saliency Prediction	May 25, 2019	DecoderPrediction	CodeCode Available
CSPENet: Contour-Aware and Saliency Priors Embedding Network for Infrared Small Target Detection	May 15, 2025	Saliency Prediction	CodeCode Available
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
A Deep Learning Framework for Visual Attention Prediction and Analysis of News Interfaces	Mar 21, 2025	Saliency DetectionSaliency Prediction	CodeCode Available
Correlation of Object Detection Performance with Visual Saliency and Depth Estimation	Nov 5, 2024	Depth EstimationDepth Prediction	CodeCode Available
Salient Object Detection From Arbitrary Modalities	May 6, 2024	Objectobject-detection	CodeCode Available
Salient Object Detection in the Deep Learning Era: An In-Depth Survey	Apr 19, 2019	AttributeObject	CodeCode Available
Viewport Proposal CNN for 360deg Video Quality Assessment	Jun 1, 2019	Saliency PredictionVideo Quality Assessment	CodeCode Available
A Learning-Based Visual Saliency Prediction Model for Stereoscopic 3D Video (LBVS-3D)	Mar 13, 2018	Saliency PredictionVideo Saliency Prediction	CodeCode Available
A Learning-Based Visual Saliency Fusion Model for High Dynamic Range Video (LBVS-HDR)	Mar 13, 2018	Saliency Prediction	CodeCode Available
SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillation	Jul 29, 2024	DecoderKnowledge Distillation	CodeCode Available
Temporal Saliency Adaptation in Egocentric Videos	Aug 28, 2018	Saliency PredictionVideo Saliency Prediction	CodeCode Available
Contextual Encoder-Decoder Network for Visual Saliency Prediction	Feb 18, 2019	DecoderGeneral Classification	CodeCode Available
CASE: Contrastive Activation for Saliency Estimation	Jun 8, 2025	DiagnosticSaliency Prediction	CodeCode Available
Selective Attention-based Modulation for Continual Learning	Mar 29, 2024	Continual LearningSaliency Prediction	CodeCode Available
End-to-end Convolutional Network for Saliency Prediction	Jul 6, 2015	PredictionSaliency Prediction	CodeCode Available

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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