U-Flow: A U-Shaped Normalizing Flow for Anomaly Detection with Unsupervised Threshold

Author:

Tailanian Matías,Pardo Álvaro,Musé Pablo

Funder

Agencia Nacional de Investigación e Innovación

Publisher

Springer Science and Business Media LLC

Reference68 articles.

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2. Schlegl, T., Seeböck, P., Waldstein, S.M., Schmidt-Erfurth, U., Langs, G.: Unsupervised anomaly detection with generative adversarial networks to guide marker discovery. In: International Conference on Information Processing in Medical Imaging, pp. 146–157. Springer (2017)

3. Kingma, D.P., Welling, M.: Auto-encoding variational bayes. In: 2nd International Conference on Learning Representations (2014)

4. Yang, J., Shi, Y., Qi, Z.: Dfr: deep feature reconstruction for unsupervised anomaly segmentation. arXiv preprint arXiv:2012.07122 (2020)

5. Dinh, L., Krueger, D., Bengio, Y.: Nice: Non-linear independent components estimation. arXiv preprint arXiv:1410.8516 (2014)

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1. LightFlow: Lightweight Unsupervised Defect Detection Based on 2-D Flow;IEEE Transactions on Instrumentation and Measurement;2024

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