MEDICARE-AI Integrated Learning Approach for Tumour Detection and Prediction

MEDICARE-AI is a complete AI-powered system that diagnoses and predicts tumors. It can look at the different types of cancer using different types of imaging. like MRI, CT, Xray, and dermoscopy. By using advanced CNN and Transformer-based architectures, the system can locate, segment, and measure cancers in organs such as the brain, lung, breast, liver, and skin with high accuracy. This is enabled by effective preprocessing, multi- task learning, and attention techniques that can provide consistent performance for a wide range of tumor appearances. MEDICARE-AI also predicts the characteristics and aggressiveness of tumors that help in early diagnosis and treatment planning. This unified framework exhibits high accuracy, flexibility, and clinical potential for comprehensive multi-tumor screening and decision support.