Published in arXiv, 2021
Few-Shot Open-Set classification using meta-learning.
Recommended citation: Kozerawski, Jedrzej, and Matthew Turk. (2021). "One-Class Meta-Learning: Towards Generalizable Few-Shot Open-Set Classification" arXiv preprint arXiv:2109.06859, 2021. http://jkozerawski.github.io/files/OCML.pdf
Published in ACCV, 2020
Boosting the accuracy for the tail categories in long-tailed datasets with additional hallucinated hard examples.
Recommended citation: Kozerawski, Jedrzej, et al, (2020). "BLT: Balancing Long-Tailed Datasets with Adversarially-Perturbed Images" ACCV 2020. http://jkozerawski.github.io/files/ACCV_2020.pdf
Published in CVPR, 2018
One-Shot One-Class classification using deep networks and SVMs.
Recommended citation: Kozerawski, Jedrzej, and Matthew Turk. (2018). "CLEAR: Cumulative LEARning for One-Shot One-Class Image Recognition" CVPR 2018. http://jkozerawski.github.io/files/CVPR_2018.pdf