Comparative analysis of multimodal architectures for effective skin lesion detection using clinical and image data

Our findings demonstrate that integrating clinical metadata with dermatoscopic images substantially improves the accuracy of skin lesion classification. However, challenges, including class imbalance and the computational complexity of advanced fusion methods, require further investigation.