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GitHub - DonaldRR SimpleNet SimpleNet is a simple defect detection and localization network that built with a feature encoder, feature generator and defect discriminator It is designed conceptionally simple without complex network deisng, training schemes or external data source
异常检测 SimpleNet - 又见苍岚 框架 SimpleNet 包含 特征提取器,特征适配器,异常特征生成器和判别器。 特征提取器 用类似 ResNet 网络提取不同层级的图像特征: ϕ l, i ∼ ϕ l (x i) ∈ R H l × W l × C l, l 表示层级, x i 为输入数据, ϕ 为特征 定义 Patch Size p ,将特征分为 p × p 的小块,自适应池
SimpleNet: A Simple Network for Image Anomaly Detection and Localization SimpleNet proposes to synthesize anoma-lous in the feature space rather than directly on the images SimpleNet follows a single-stream manner at inference and is totally constructed by conventional CNN blocks which facilitate fast training, inference, and industrial application