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 211–220 of 268 papers

TitleStatusHype
Emotional Attention: A Study of Image Sentiment and Visual Attention—0
Enhancing Saliency Prediction in Monitoring Tasks: The Role of Visual Highlights—0
Explainable Saliency: Articulating Reasoning with Contextual Prioritization—0
Exploiting Change Blindness for Video Coding: Perspectives from a Less Promising User Study—0
Exploiting Egocentric Object Prior for 3D Saliency Detection—0
Facial Expression Recognition using Visual Saliency and Deep Learning—0
Few-shot Personalized Saliency Prediction Based on Inter-personnel Gaze Patterns—0
Gaze Distribution Analysis and Saliency Prediction Across Age Groups—0
Geodesic-based Salient Object Detection—0
Graph-Based Visual Saliency—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