The KneeArthroScan dataset provides high-resolution medical imaging and expert annotations for the detection and classification of knee arthritis. The dataset includes images categorized into five stages: normal, doubtful, mild, moderate, and severe arthritis. This comprehensive dataset supports advanced AI research and development in orthopedic health and arthritis diagnosis.