Guidelines for the selection, calibration, and evaluation of post-hoc OOD detectors in high-dimensional representations generated by CNN and ViT models in image recognition

Szymon Datko, Kamil Szyc, Tomasz Walkowiak, Henryk Maciejewski. Guidelines for the selection, calibration, and evaluation of post-hoc OOD detectors in high-dimensional representations generated by CNN and ViT models in image recognition. Expert Syst. Appl., 321:132191, 2026. [doi]

@article{DatkoSWM26,
  title = {Guidelines for the selection, calibration, and evaluation of post-hoc OOD detectors in high-dimensional representations generated by CNN and ViT models in image recognition},
  author = {Szymon Datko and Kamil Szyc and Tomasz Walkowiak and Henryk Maciejewski},
  year = {2026},
  doi = {10.1016/j.eswa.2026.132191},
  url = {https://doi.org/10.1016/j.eswa.2026.132191},
  researchr = {https://researchr.org/publication/DatkoSWM26},
  cites = {0},
  citedby = {0},
  journal = {Expert Syst. Appl.},
  volume = {321},
  pages = {132191},
}