Dermoscopic Image

Dermoscopic images are microscopic skin images crucial for diagnosing skin cancer and other dermatological conditions. Current research focuses on improving the accuracy and efficiency of automated analysis using deep learning models, including convolutional neural networks (CNNs), transformers, and generative adversarial networks (GANs), often incorporating techniques like transfer learning, attention mechanisms, and knowledge distillation to optimize performance and address issues like class imbalance and domain shift. These advancements aim to improve the speed and accuracy of skin lesion classification and segmentation, ultimately aiding early diagnosis and potentially improving patient outcomes.