Skin Type Diversity in Skin Lesion Datasets: A Review
Purpose of review Skin type diversity in image datasets refers to the representation of
various skin types. This diversity allows for the verification of comparable performance of a …
various skin types. This diversity allows for the verification of comparable performance of a …
Skin lesion classification based on hybrid self‐supervised pretext task
D Yang, J Zhang, Y Li, Z Ling - International Journal of Imaging …, 2024 - Wiley Online Library
The combination of observation of skin lesion and digital image technology contributes to
the diagnosis and treatment of skin diseases. To solve the problems of large variation of …
the diagnosis and treatment of skin diseases. To solve the problems of large variation of …
Self-supervised learning for chest computed tomography: training strategies and effect on downstream applications
Purpose Self-supervised pre-training can reduce the amount of labeled training data
needed by pre-learning fundamental visual characteristics of the medical imaging data. We …
needed by pre-learning fundamental visual characteristics of the medical imaging data. We …
Self-supervised Learning for Chest CT-Training Strategies and Effect on Downstream Applications
Self-supervised pretraining can reduce the amount of labeled training data needed by pre-
learning fundamental visual characteristics of the medical imaging data. In this study, we …
learning fundamental visual characteristics of the medical imaging data. In this study, we …