Evaluating Deep Neural Networks Trained on Clinical Images in Dermatology With the Fitzpatrick 17k Dataset. - Matthew Groh; Caleb Harris; Luis Soenksen; Felix Lau; Rachel Han; Aerin Kim; Arash Koochek; Omar Badri (CVPR Workshops, 2021)

Can Self-Training Identify Suspicious Ugly Duckling Lesions? - Mohammadreza Mohseni; Jordan Yap; William Yolland; Arash Koochek; M. Stella Atkins (CVPR Workshops, 2021)

Towards Transparency in Dermatology Image Datasets with Skin Tone Annotations by Experts, Crowds, and an Algorithm. - Matthew Groh; Caleb Harris; Roxana Daneshjou; Omar Badri; Arash Koochek (Proc. ACM Hum. Comput. Interact., 2022)

CleanPatrick: A Benchmark for Image Data Cleaning. - Fabian Gröger; Simone Lionetti; Philippe Gottfrois; Álvaro González-Jiménez; Ludovic Amruthalingam; Elisabeth Victoria Goessinger; Hanna Lindemann; Marie Bargiela; Marie Hofbauer; Omar Badri; Philipp Tschandl; Arash Koochek; et al. (CoRR, 2025)