Fig. 1: Simplified diagram of PointDecoupler.

Unlike traditional methods that only pull positive pairs (orange) closer in the representation space, PointDecoupler further enforces orthogonality between augmentation-variant components (green and purple), enabling explicit disentanglement of AIR and AVR.