VAD - PaDiM, Patchcore - 정상이 아님을 탐지

비정상을 학습시키는게 아니라

정상만 학습시키고 정상에서 벗어나는 것을 탐지하는 기법

 

PaDiM

Ganomaly (GAN + Anomaly Detection)

[링크 : https://actionpower.medium.com/액션파워-lab-이미지에서-이상-영역-탐지-visual-anomaly-detection-는-어떻게-할까-6da65866366b]

 

PaDiM-Lite / PatchCore-Lite

[링크 : https://www.alphaxiv.org/ko/overview/2603.20288v1]

 

PaDiM (Patch Ditrubution Modeling)

[링크 : https://huggingface.co/papers/2011.08785]

[링크 : https://data-analysis-expertise.tistory.com/128]

[링크 : https://dippingtodeepening.tistory.com/110]

[링크 : https://cumulu-s.tistory.com/44]

 

VAD - Visual Anomaly Detection

MVTec-AD, MVTec-3D, MVTec-LOCO, VisA  데이터 셋

[링크 : https://velog.io/@barley_15/논문-리뷰-A-Survey-on-Visual-Anomaly-Detection-Challenge-Approach-and-Prospect]

 

PatchCore

[링크 : https://velog.io/@ljwljy51/PatchCore-Paper-Review]

 

PatchCore

SPADE , PaDiM

[링크 : https://ffighting.net/deep-learning-paper-review/anomaly-detection/patchcore/]