Cross-modal Adaptation for Event-based Object Recognition

התחברות

תובנה - Cross-modal Adaptation for Event-based Object Recognition

EventDance: Unsupervised Source-free Cross-modal Adaptation for Event-based Object Recognition

Proposing the EventDance framework for unsupervised cross-modal adaptation in event-based object recognition.

EventDance: Unsupervised Source-free Cross-modal Adaptation for Event-based Object Recognition

提案されたEventDanceフレームワークは、画像からイベントへの適応を実現し、先行研究を凌駕する性能を示す。

Unsupervised Source-free Cross-modal Adaptation for Event-based Object Recognition using Language-guided Reconstruction and Multi-representation Knowledge Transfer

EventDance++ tackles the challenging problem of cross-modal (image-to-events) adaptation for event-based recognition without accessing any labeled source image data. It leverages language-guided reconstruction-based modality bridging and multi-representation knowledge adaptation to effectively bridge the modality gap and transfer knowledge from image to event domains.

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