This paper presents EventSeeColor, which uses event-reconstructed grayscale and aligned events to jointly guide a diffusion colorizer that achieves the best structural similarity, learned perceptual scores, and chromatic-region color difference among the external methods.
Chuanzhi Xu, Lang-Yi Chen, Hao-Xian Zhou et al.· 0 citations
PrefLUT is introduced, a reusable and refinable user-preference modeling framework for deployable 3D LUTs, encoding ordered preferred/non-preferred image pairs into a lightweight Reusable User Profile that is reused across queries and refined using additional user preference pairs, without per-user optimization.
Chuanzhi Xu, Lang-Yi Chen, Cheng-Kun Yue et al.· 0 citations
FracEvent, an event simulator that models this pixel-level lifecycle with fractional-relaxation voltage dynamics, improves the temporal structure of generated events and achieves stronger downstream-transfer results than competing simulator baselines, showing its practical value for event-camera simulation.