GlyphNet’s own results support this: their best CNN (VGG16 fine-tuned on rendered glyphs) achieved 63-67% accuracy on domain-level binary classification. Learned features do not dramatically outperform structural similarity for glyph comparison, and they introduce model versioning concerns and training corpus dependencies. For a dataset intended to feed into security policy, determinism and auditability matter more than marginal accuracy gains.
Nature, Published online: 25 February 2026; doi:10.1038/d41586-026-00446-7
，推荐阅读safew官方下载获取更多信息
The Brits performance will also feature musicians that played as part of Ozzy's band over the years: Adam Wakeman, Robert Trujillo, Tommy Clufetos and Zakk Wylde.，这一点在safew官方版本下载中也有详细论述
confusables.txt and NFKC disagree on 31 characters