https://github.com/shinmura0/autoencoder_vs_metriclearning

AutoEncoder vs Metric Learning for Anomaly Detection
https://github.com/shinmura0/autoencoder_vs_metriclearning

anomaly-detection deep-learning keras machine-learning

Last synced: 4 months ago
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AutoEncoder vs Metric Learning for Anomaly Detection

• Host: GitHub
• URL: https://github.com/shinmura0/autoencoder_vs_metriclearning
• Owner: shinmura0
• License: mit
• Created: 2019-09-02T22:16:57.000Z (almost 7 years ago)
• Default Branch: master
• Last Pushed: 2020-01-08T03:35:44.000Z (over 6 years ago)
• Last Synced: 2025-07-13T15:18:11.090Z (12 months ago)
• Topics: anomaly-detection, deep-learning, keras, machine-learning
• Language: Jupyter Notebook
• Size: 11.7 MB
• Stars: 28
• Watchers: 2
• Forks: 4
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

          
# 1.AutoEncoder_vs_MetricLearning

+ AutoEncoder vs Metric Learning for Anomaly Detection

+ Dataset:[MVTEC-AD](https://www.mvtec.com/company/research/datasets/mvtec-ad/)

Click [here](https://qiita.com/shinmura0/items/5c728da8a74208c1308f) for details(Japanese).

# 2.Simple method

|Picture|L2-SoftmaxLoss(AUC)|Simple method(AUC)|

|---|---|---|

|Cable|0.72|0.91|

|Leather|0.91|0.99|

|Carpet|0.71|0.8|

|Capsule|0.57|0.87|

Click [here](https://qiita.com/shinmura0/items/6c805498c390d5b35714) for details(Japanese).

# 3.Self Supervised(class3)

![fig](https://github.com/shinmura0/AutoEncoder_vs_MetricLearning/blob/master/fig.png "fig")

![fig2](https://github.com/shinmura0/AutoEncoder_vs_MetricLearning/blob/master/fig2.png "fig2")

Click [here](https://qiita.com/shinmura0/items/54585fccbb20cb2879fd) for details(Japanese).