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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.
2026 年是安德烈・塔可夫斯基逝世40周年。这位一生仅留下“七部半”电影的导演，早已成为世界电影史上的精神坐标。在速朽图像充斥的时代，他的影像依旧被无数影迷反复品读。几个月前，一本八百余页的中译本《殉道学：塔可夫斯基日记 1970-1986》（以下简称《殉道学》）的出版，为许多中国读者打开了通往他精神世界的新入口。