l-yangly / awesome-surface-defect-detection

表面缺陷检测论文阅读与理解

awesome-surface-defect-detection

表面缺陷检测论文阅读与理解

数据层面

网络层面

• 2020, Nov, Defard et al., PaDiM: a Patch Distribution Modeling Framework for Anomaly Detection and Localization, [link], [[translate]](./papers/2020_Defard et al_PaDiM-a Patch Distribution Modeling Framework/2020_Defard et al_PaDiM-a Patch Distribution Modeling Framework).

• 2020, May, Cohen et al., SPADE: Sub-Image Anomaly Detection with Deep Pyramid Correspondences, [link], [[translate]](./papers/2020_Cohen et al_Sub-Image Anomaly Detection with Deep Pyramid Correspondences/2020_Cohen et al_Sub-Image Anomaly Detection with Deep Pyramid Correspondences.md).

• 2019, Mar, Domen et al., Segmentation-Based Deep-Learning Approach for Surface-Defect Detection, link, [translate].

损失函数层面