CVMI-Lab / SimGCD

(ICCV 2023) Parametric Classification for Generalized Category Discovery: A Baseline Study
https://arxiv.org/abs/2211.11727
MIT License
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About p, q', and p' #6

Closed Fulin-Gao closed 8 months ago

Fulin-Gao commented 1 year ago

For soft pseudo-label $\pmb p$, $\pmb p^{\prime}$, $\pmb q^{\prime}$, we are a little confused, what is the difference between them?

xwen99 commented 1 year ago

Hi @Fulin-Gao, $\boldsymbol{p}$ stands for predictions of the student model, and $\boldsymbol{q}$ means those from the teacher model. The one without prime symbol $\prime$ means output from the 1st augmented view, and the one with prime means output from another view. This set of symbols follows self-distillation and self-supervised learning literature.