According to the present invention, an integrated learning device for lesions can be provided. The integrated learning device for lesions may include: an image-based training unit which trains at least one image-based learning model that receives a medical image and outputs an image-based lesion prediction result; at least one clinical data-based training unit which trains a clinical data-based learning model that receives clinical data and outputs a clinical data-based lesion prediction result; and an integrated training unit which causes an integrated learning model to perform ensemble learning, the integrated learning model receiving the image-based lesion prediction result and the clinical data-based lesion prediction result, and outputting a final lesion prediction result.
ARTIFICIAL INTELLIGENCE-BASED DIAGNOSIS SUPPORT SYSTEM USING ENSEMBLE LEARNING ALGORITHM