Weaving Light and Time: Unified Harmonic-Geometric Representation Learning for Dense RGB-Event Parsing
To achieve profound modal synergy, Evita explicitly embeds a suite of intrinsic co-learning modules directly into every encoder layer, and features Geometric Parallax Rectification for adaptive spatial alignment and Harmonic Spectral Resonance for texture transfer exclusively in the complex frequency domain.