Validation of improved algorithms involves rigorous testing using a combination of known histological samples and clinical data. This process ensures that the algorithms can reliably identify and classify tissue structures and anomalies. Peer-reviewed studies and clinical trials are often used to validate these algorithms before they are widely adopted.