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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 201–225 of 268 papers

TitleStatusHype
Benchmark 3D eye-tracking dataset for visual saliency prediction on stereoscopic 3D video—0
A Learning-Based Visual Saliency Fusion Model for High Dynamic Range Video (LBVS-HDR)Code0
Task Specific Visual Saliency Prediction with Memory Augmented Conditional Generative Adversarial Networks—0
Where's YOUR focus: Personalized Attention—0
Weighted Linear Discriminant Analysis based on Class Saliency Information—0
ASP:A Fast Adversarial Attack Example Generation Framework based on Adversarial Saliency Prediction—0
FixaTons: A collection of Human Fixations Datasets and Metrics for Scanpath SimilarityCode0
Supersaliency: A Novel Pipeline for Predicting Smooth Pursuit-Based Attention Improves Generalizability of Video Saliency—0
Faster gaze prediction with dense networks and Fisher pruningCode0
Beyond saliency: understanding convolutional neural networks from saliency prediction on layer-wise relevance propagationCode0
Personalization of Saliency Estimation—0
Saliency Prediction for Mobile User Interfaces—0
Saliency Pattern Detection by Ranking Structured TreesCode0
Understanding Low- and High-Level Contributions to Fixation Prediction—0
Learning Gaze Transitions From Depth to Improve Video Saliency Estimation—0
Dense and Low-Rank Gaussian CRFs Using Deep EmbeddingsCode0
Predicting Video Saliency with Object-to-Motion CNN and Two-layer Convolutional LSTMCode0
SalNet360: Saliency Maps for omni-directional images with CNN—0
Human Detection and Tracking for Video Surveillance A Cognitive Science Approach—0
Facial Expression Recognition using Visual Saliency and Deep Learning—0
Self-explanatory Deep Salient Object Detection—0
Training Deep Networks to be Spatially Sensitive—0
A Locally Weighted Fixation Density-Based Metric for Assessing the Quality of Visual Saliency Predictions—0
Ubernet: Training a Universal Convolutional Neural Network for Low-, Mid-, and High-Level Vision Using Diverse Datasets and Limited Memory—0
Predicting Salient Face in Multiple-Face VideosCode0
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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