Fair conformal predictors for applications in medical imaging
Deep learning has the potential to automate many clinically useful tasks in medical imaging.
However translation of deep learning into clinical practice has been hindered by issues such …
However translation of deep learning into clinical practice has been hindered by issues such …
[HTML][HTML] Human-AI interaction in skin cancer diagnosis: a systematic review and meta-analysis
I Krakowski, J Kim, ZR Cai, R Daneshjou, J Lapins… - NPJ Digital …, 2024 - nature.com
The development of diagnostic tools for skin cancer based on artificial intelligence (AI) is
increasing rapidly and will likely soon be widely implemented in clinical use. Even though …
increasing rapidly and will likely soon be widely implemented in clinical use. Even though …
Sano: Score-based diffusion model for anomaly localization in dermatology
A Gonzalez-Jimenez, S Lionetti… - Proceedings of the …, 2023 - openaccess.thecvf.com
Supervised learning for dermatology requires a large volume of annotated images, but
collecting clinical data is costly, and it is virtually impossible to cover all clinical cases …
collecting clinical data is costly, and it is virtually impossible to cover all clinical cases …
[HTML][HTML] Generative adversarial networks based skin lesion segmentation
Skin cancer is a serious condition that requires accurate diagnosis and treatment. One way
to assist clinicians in this task is using computer-aided diagnosis tools that automatically …
to assist clinicians in this task is using computer-aided diagnosis tools that automatically …
Investigating the Quality of DermaMNIST and Fitzpatrick17k Dermatological Image Datasets
The remarkable progress of deep learning in dermatological tasks has brought us closer to
achieving diagnostic accuracies comparable to those of human experts. However, while …
achieving diagnostic accuracies comparable to those of human experts. However, while …
The CHROMA-FIT Dataset: Characterizing Human Ranges of Melanin For Increased Tone-awareness
G Pangelinan, X Merino, S Langborgh… - Proceedings of the …, 2024 - openaccess.thecvf.com
The disparate performance of face analytics technology across demographic groups is a
well-documented phenomenon. In particular, these systems tend toward lower accuracy for …
well-documented phenomenon. In particular, these systems tend toward lower accuracy for …