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

Showing 101150 of 268 papers

TitleStatusHype
Direction Concentration Learning: Enhancing Congruency in Machine LearningCode0
Shallow and Deep Convolutional Networks for Saliency PredictionCode0
What Do Deep Saliency Models Learn about Visual Attention?Code0
End-to-End Saliency Mapping via Probability Distribution PredictionCode0
DNA: Deeply-supervised Nonlinear Aggregation for Salient Object DetectionCode0
Simple vs complex temporal recurrences for video saliency predictionCode0
Viewport Proposal CNN for 360deg Video Quality AssessmentCode0
Modeling Bottom-Up and Top-Down Attention with a Neurodynamic Model of V1Code0
TurkerGaze: Crowdsourcing Saliency with Webcam based Eye TrackingCode0
Saliency Prediction with External Knowledge0
Saliency Revisited: Analysis of Mouse Movements versus Fixations0
Salient Object Detection via High-to-Low Hierarchical Context Aggregation0
Salient Region Detection and Segmentation in Images using Dynamic Mode Decomposition0
Salient Region Segmentation0
SalNet360: Saliency Maps for omni-directional images with CNN0
SALYPATH: A Deep-Based Architecture for visual attention prediction0
Scanpath Prediction on Information Visualisations0
Self-explanatory Deep Salient Object Detection0
Self-supervised Representation Learning for Ultrasound Video0
Semantic and Contrast-Aware Saliency0
Semantic Segmentation Enhanced Transformer Model for Human Attention Prediction0
Separated Attention: An Improved Cycle GAN Based Under Water Image Enhancement Method0
Shifting Focus with HCEye: Exploring the Dynamics of Visual Highlighting and Cognitive Load on User Attention and Saliency Prediction0
SiaTrans: Siamese Transformer Network for RGB-D Salient Object Detection with Depth Image Classification0
SKD: Keypoint Detection for Point Clouds using Saliency Estimation0
Social Saliency Prediction0
Spatiotemporal Knowledge Distillation for Efficient Estimation of Aerial Video Saliency0
Spatio-Temporal Saliency Networks for Dynamic Saliency Prediction0
Statistically Consistent Saliency Estimation0
Supersaliency: A Novel Pipeline for Predicting Smooth Pursuit-Based Attention Improves Generalizability of Video Saliency0
SUSiNet: See, Understand and Summarize it0
Task-driven Webpage Saliency0
Task Specific Visual Saliency Prediction with Memory Augmented Conditional Generative Adversarial Networks0
Teaching AI to Teach: Leveraging Limited Human Salience Data Into Unlimited Saliency-Based Training0
Text-Audio-Visual-conditioned Diffusion Model for Video Saliency Prediction0
The Effect of Distortions on the Prediction of Visual Attention0
Toward Improving the Evaluation of Visual Attention Models: a Crowdsourcing Approach0
Training Deep Networks to be Spatially Sensitive0
Transformer-based Video Saliency Prediction with High Temporal Dimension Decoding0
Tumor Saliency Estimation for Breast Ultrasound Images via Breast Anatomy Modeling0
Ubernet: Training a Universal Convolutional Neural Network for Low-, Mid-, and High-Level Vision Using Diverse Datasets and Limited Memory0
Ultrasound Image Representation Learning by Modeling Sonographer Visual Attention0
Understanding Low- and High-Level Contributions to Fixation Prediction0
Noise Perturbation for Saliency Prediction with Psychophysical Synthetic Images0
Unified Dynamic Scanpath Predictors Outperform Individually Trained Neural Models0
UniST: Towards Unifying Saliency Transformer for Video Saliency Prediction and Detection0
Unsupervised Video Object Segmentation using Motion Saliency-Guided Spatio-Temporal Propagation0
ViDaS Video Depth-aware Saliency Network0
Video Saliency Detection by 3D Convolutional Neural Networks0
Visual Attention driven by Convolutional Features0
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Benchmark Results

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