Author

Hao Ma

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Preprint Aug 2026

Engram-E2VID: Reference-Based Event-to-Video Reconstruction via Generative Activation of Appearance Engrams

Reference-based event-to-video reconstruction aims to recover target RGB frames from a reference frame and the event stream captured over the reference-to-target interval. Although events provide fine-grained temporal cues, they encode sparse and asynchronous log-intensity changes rather than absolute appearance, makin...

Feiyu Ji, Xiang Li, Hao Ma et al. · 0 citations

Conference Aug 2026

Appearance-Boundary Fusion Distillation for Event-Based Optical Flow

Event cameras can perceive the continuous motion of a scene at high temporal resolution, thereby providing effective motion cues for optical flow estimation. In recent years, some methods have attempted to jointly leverage images and events to improve performance. However, most of them directly fuse the two modalities,...

Hao Ma, Hao-Jia Wang, Zhen Yang · 2026 IEEE International Conf... · 0 citations