João Pedro C. A. de Sá

HighPerViT is presented, a compact vision-only architecture that injects an explicit second-order statistical prior into a transformer-based recognition pipeline, and integrates this token with first-order spatial representations through Perceiver-style latent distillation, supporting explicit statistical tokenization as an effective and robust design principle for texture-centric visual recognition.