Browsing by Author "Mercimek, Muharrem"

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Anomaly localization in regular textures based on deep convolutional generative adversarial networks

Öz, Muhammed Ali Nur; Mercimek, Muharrem; Kaymakçı, Özgur Turay (Springer, 2022)

Pixel-level anomaly localization is a challenging problem due to the lack of abnormal training samples. The existing adversarial network methods attempt to segment anomalies by reconstructing the image then comparing the ...
A Nested Autoencoder Approach to Automated Defect Inspection on Textured Surfaces

Öz, Muhammed Ali Nur; Kaymakçı, Özgur Turay; Mercimek, Muharrem (Sciendo, 2021)

In recent years, there has been a highly competitive pressure on industrial production. To keep ahead of the competition, emerging technologies must be developed and incorporated. Automated visual inspection systems, which ...