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LUMIN: Lightweight Universal Manufacturing Inspection Network for Anomaly Detection

2026-09-07 12:00 Science 🔥 40.2 heat score

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On September 7, 2026, the paper “LUMIN (Lightweight Universal Manufacturing Inspection Network)” was published on arXiv cs.CV. This research proposes a lightweight and universal inspection network for anomaly detection in the manufacturing industry.

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LUMINPSP

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A arXiv cs.CV en 2026-09-07 12:00

LUMIN: Lightweight Universal Manufacturing Inspection Network for Anomaly Detection

工业异常检测面临内存库构建延迟与推理效率两大瓶颈。本文提出 PSP（插件采样流水线）及两项工程优化策略以解决上述问题。PSP 基于 18 维像素元数据和五个视觉插件，通过粗筛数值排序与元数据一次性离线提取完成采样，无需骨干网络前向传播；并行内存库相似度计算将推理内存占用和延迟降低超 95%，分层像素采样使大规模评估耗时减少 20 倍且指标稳定。实验表明，PSP 构建速度比远点采样快 341 倍，同时达到最先进采样精度；结合 LUMIN 网络的极端分割头压缩优化，进一步在保持精度的同时将评估时间缩短 20 倍。