SOTAVerified

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 126–150 of 268 papers

TitleStatusHype
Rethinking 360deg Image Visual Attention Modelling With Unsupervised Learning.Code0
Learning Category-level Shape Saliency via Deep Implicit Surface Networks—0
A Psychophysical Oriented Saliency Map Prediction Model—0
RecSal : Deep Recursive Supervision for Visual Saliency Prediction—0
A Compact Deep Architecture for Real-time Saliency Prediction—0
Saliency Prediction with External Knowledge—0
Hallucinating Saliency Maps for Fine-Grained Image Classification for Limited Data Domains—0
ITSELF: Iterative Saliency Estimation fLexible Framework—0
"Looking at the Right Stuff" - Guided Semantic-Gaze for Autonomous Driving—0
Distilling Localization for Self-Supervised Representation Learning—0
Self-supervised Representation Learning for Ultrasound Video—0
Toward Improving the Evaluation of Visual Attention Models: a Crowdsourcing Approach—0
Direction Concentration Learning: Enhancing Congruency in Machine LearningCode0
Toward Better Understanding of Saliency Prediction in Augmented 360 Degree Videos—0
SKD: Keypoint Detection for Point Clouds using Saliency Estimation—0
DeepUSPS: Deep Robust Unsupervised Saliency Prediction via Self-supervision—0
Looking at the right stuff: Guided semantic-gaze for autonomous driving—0
Modeling Bottom-Up and Top-Down Attention with a Neurodynamic Model of V1Code0
An End-to-End Network for Co-Saliency Detection in One Single Image—0
Breast Anatomy Enriched Tumor Saliency Estimation—0
Deep Learning for Light Field Saliency Detection—0
DeepUSPS: Deep Robust Unsupervised Saliency Prediction With Self-Supervision—0
Deep Saliency Models : The Quest For The Loss Function—0
Simple vs complex temporal recurrences for video saliency predictionCode0
Tumor Saliency Estimation for Breast Ultrasound Images via Breast Anatomy Modeling—0
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All datasetsSALECISALICONMIT300CAT2000

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TransalnetKL0.87—Unverified
2TempSALKL0.71—Unverified
3SSwin transformerKL0.65—Unverified
4ECT-SALKL0.58—Unverified
5SUMKL0.47—Unverified
#ModelMetricClaimedVerifiedStatus
1SUMAUC0.88—Unverified
2SalNAS-XL + Self-KDAUC0.87—Unverified
3TempSALAUC0.87—Unverified
4MDS-ViTNetAUC0.87—Unverified
5TranSalNetAUC0.87—Unverified
#ModelMetricClaimedVerifiedStatus
1SUMAUC-Judd0.91—Unverified
2TranSalNetAUC-Judd0.87—Unverified
#ModelMetricClaimedVerifiedStatus
1SUMKL0.27—Unverified