Nick Kashani Motlagh
← Back to publications

ISVC 2022 / 2022

First author

Learning When to Say “I Don’t Know”

N. Kashani Motlagh, J. Davis, T. Anderson, J. Gwinnup

Paper arXiv Code

We introduce a reject-option classification framework that estimates per-class softmax thresholds from validation data. The method targets the coverage/selective-accuracy tradeoff directly rather than applying a single global confidence threshold across all classes.

Cite

.bib 
@inproceedings{kashanimotlagh2022learning,
  title     = {Learning When to Say ``I Don't Know''},
  author    = {Kashani Motlagh, N. and Davis, J. and Anderson, T. and Gwinnup, J.},
  year      = {2022},
  booktitle = {Advances in Visual Computing (ISVC)},
  publisher = {Springer},
  pages     = {196--210},
  doi       = {10.1007/978-3-031-20713-6_15},
  url       = {https://link.springer.com/chapter/10.1007/978-3-031-20713-6_15},
  note      = {Springer Best Paper Award}
}