Scanpath prediction
9 papers with code • 3 benchmarks • 2 datasets
Learning to Predict Sequences of Human Fixations.
Benchmarks
These leaderboards are used to track progress in Scanpath prediction
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FixaTons
Latest papers with no code
Beyond Average: Individualized Visual Scanpath Prediction
Understanding how attention varies across individuals has significant scientific and societal impacts.
DiffGaze: A Diffusion Model for Continuous Gaze Sequence Generation on 360° Images
We present DiffGaze, a novel method for generating realistic and diverse continuous human gaze sequences on 360{\deg} images based on a conditional score-based denoising diffusion model.
Contrastive Language-Image Pretrained Models are Zero-Shot Human Scanpath Predictors
Understanding the mechanisms underlying human attention is a fundamental challenge for both vision science and artificial intelligence.
Scanpath Prediction in Panoramic Videos via Expected Code Length Minimization
Predicting human scanpaths when exploring panoramic videos is a challenging task due to the spherical geometry and the multimodality of the input, and the inherent uncertainty and diversity of the output.
An Inter-observer consistent deep adversarial training for visual scanpath prediction
The visual scanpath is a sequence of points through which the human gaze moves while exploring a scene.
A domain adaptive deep learning solution for scanpath prediction of paintings
Cultural heritage understanding and preservation is an important issue for society as it represents a fundamental aspect of its identity.
Self Supervised Scanpath Prediction Framework for Painting Images
In our paper, we propose a novel strategy to learn distortion invariant latent representation from painting pictures for visual attention modelling downstream task.
A Probabilistic Time-Evolving Approach to Scanpath Prediction
Human visual attention is a complex phenomenon that has been studied for decades.
SalyPath360: Saliency and Scanpath Prediction Framework for Omnidirectional Images
The key setup of our architecture is the simultaneous prediction of the saliency map and a corresponding scanpath for a given stimulus.
A Simple and efficient deep Scanpath Prediction
Visual scanpath is the sequence of fixation points that the human gaze travels while observing an image, and its prediction helps in modeling the visual attention of an image.
