Few-shot Personalized Saliency Prediction Based on Inter-personnel Gaze Patterns

arXiv:2307.02799v3 Announce Type: replace-cross
Abstract: This paper presents few-shot personalized saliency prediction based on inter-personnel gaze patterns. In contrast to general saliency maps, personalized saliecny maps (PSMs) have been great potential since PSMs indicate the person-specific visual attention useful for obtaining individual visual preferences. The PSM prediction is needed for acquiring the PSMs for unseen images, but its prediction is still a challenging task due to the complexity of individual gaze patterns. Moreover, the eye-tracking data obtained from each person …

abstract arxiv attention contrast cs.lg eess.iv few-shot general maps paper patterns person personalized prediction type visual visual attention