MambaPupil: Bidirectional Selective Recurrent model for Event-based Eye tracking

arXiv:2404.12083v1 Announce Type: new
Abstract: Event-based eye tracking has shown great promise with the high temporal resolution and low redundancy provided by the event camera. However, the diversity and abruptness of eye movement patterns, including blinking, fixating, saccades, and smooth pursuit, pose significant challenges for eye localization. To achieve a stable event-based eye-tracking system, this paper proposes a bidirectional long-term sequence modeling and time-varying state selection mechanism to fully utilize contextual temporal information in response to the variability of eye …

abstract arxiv challenges cs.cv diversity event however localization low patterns redundancy resolution temporal tracking type