Author

Tomasz Radzikowski

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Preprint Aug 2026

DINO-A: Adapting Self-Distillation Vision Transformers to General Audio Representation Learning

DINO-A is presented, an adaptation of self-distillation from vision to general audio representation learning, and it is traced to two mechanisms: the interaction between DINO's high-dimensional projection space and FSD50K's limited scale, and the additional cost of multi-crop augmentation, which DINO uses but BYOL-A v2 does not.

Tomasz Radzikowski, M. Modrzejewski, Przemyslaw Rokita · 0 citations