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做灯笼是个细活儿。藁城宫灯是省级非遗,屯头村做宫灯历史久远,多数人家干的是传统宫灯。也有从事宫灯品种研发的,做出了亚克力灯、LED灯等新品种。还有人和河北蔚县剪纸艺术家合作,把剪纸艺术“移植”到宫灯上。会动的灯,会说话的灯,会唱歌的灯,会敲鼓的灯,还有动漫灯、中国四大名著灯,应有尽有。
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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.