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.
whole line of large-scale "ERM" business systems as GE had hoped, but it did
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黎智英欺詐案上訴得直：定罪及刑罰被撤銷，出獄時間提前
其中，碳化硅功率器件项目2025年仅实现净利润41.93万元，几乎处于微利状态；高端沟槽型肖特基二极管项目更连续两年亏损，2024年、2025年分别亏损403.16万元、715.24万元，持续拖累公司业绩。