Research archive

Publications & Scholarly Articles

Every paper includes badges linking to the paper, arXiv, code, datasets, and slides where available. Keyboard-friendly navigation keeps the grid accessible.

Machine Vision and Applications · 2025

Naturally Constrained Reject Option Classification

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

visionreject optioncalibrationImageNetremote sensing

Invited journal extension of ISVC 2022 Best Paper. Per-class binomial thresholds scale to ImageNet, remote sensing, and long-tailed splits with stronger selective accuracy.

ISVC 2022 · 2022

Learning When to Say "I Don't Know"

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

visionreject optionselective accuracyImageNet

Binomial modeling of per-class reject thresholds that boost selective accuracy while keeping abstentions calibrated. Extended in MVA 2025 journal version.