[Paper Review] FreeMatch: Self-Adaptive Thresholding for Semi-Supervised Learning

FreeMatch: Self-Adaptive Thresholding for Semi-Supervised Learning Wang, Y., Chen, H., Heng, Q., Hou, W., Fan, Y., Wu, Z., ... & Xie, X. (2022). Freematch: Self-adaptive thresholding for semi-supervised learning. arXiv preprint arXiv:2205.07246. 요약 : 본 논문은 semi-supervised learning에서 pseudo-label에 대한 confidence를 확인하여 사용할지 안할지를 결정하는 hyper-parameter인 고정된 scalar 값 $\tau$를 adaptive 하게 하여 (global thre..

2024.01.19