Signature-based detection relies on known attack patterns or signatures, while anomaly-based detection focuses on identifying deviations from what is considered normal behavior. Signature-based methods are less adaptive and may miss new or evolving threats, whereas anomaly-based detection is more proactive and can detect novel threats.