@article{beyondacademicbenchmarkscriticalanalysis, title = {Beyond Academic Benchmarks: Critical Analysis and Best Practices for Visual Industrial Anomaly Detection}, author = {Aimira Baitieva and Yacine Bouaouni and Alexandre Briot and Dick Ameln and Souhaiel Khalfaoui and Samet Akcay}, year = {2025}, eprint = {2503.23451}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2503.23451v1}, }