Multi-layer DINO PatchCore for industrial anomaly detection — image-AUROC 0.993 on MVTec AD. PatchForge 是一个单类别视觉异常检测系统，专门针对工业产线的多品类 合格/不合格二分类 + 像素级缺陷定位。它把三件事做到位： 多层 DINO 自监督特征（ViT 第 6 + 第 12 层 patch token 拼接），捕获多尺度缺陷； 全量 PatchCore 记忆库（保留每一张参考图的所有 patch，零信息丢失）； TVaR 评分（image 分数 = mean(top 1%) per-patch NN 距离），对单点缺陷鲁棒。 三档配置覆盖边缘 1KB 到云端 SOTA 0.99…
☆26Jun 22, 2026Updated 4 months ago
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