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Visualize Mvtec dataset, generate synthetics Anomlies on sparse Data

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buehlpa/MVTec_Visualizer

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MVTEC AD

dataset from https://www.mvtec.com/company/research/datasets/mvtec-ad/

  • visualize data in embeddingspace on tensorboard with TSNE, UMAP and PCA
  • Clip embeddings and Wideresnet50 embeddings
  • create synthetic anomalies from testset anomalies as suggested in https://arxiv.org/abs/2202.08088

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navigate to the data directory and download & extract the data with:

wget https://www.mydrive.ch/shares/38536/3830184030e49fe74747669442f0f282/download/420938113-1629952094/mvtec_anomaly_detection.tar.xz && tar -xf mvtec_anomaly_detection.tar.xz

Funky Visualization with a Treemap

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PCA with tensorboard

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Visualize Mvtec dataset, generate synthetics Anomlies on sparse Data

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