Detecting Flaws on Railways Using Semantic Segmentation. - Mehmet Sevi; Ilhan Aydin (ICIT, 2021)

Defect classification of railway fasteners using image preprocessing and alightweight convolutional neural network. - Ilhan Aydin; Mehmet Sevi; Mehmet Umut Salur; Erhan Akin (Turkish J. Electr. Eng. Comput. Sci., 2022)

Improving Unet segmentation performance using an ensemble model in images containing railway lines. - Mehmet Sevi; Ilhan Aydin (Turkish J. Electr. Eng. Comput. Sci., 2023)

Enhanced railway monitoring and segmentation using DNet and mathematical methods. - Mehmet Sevi; Ilhan Aydin (Signal Image Video Process., 2025)