Domain-specific refers to problems or techniques that are tailored to and applicable only within a particular field or industry. For instance, when developing methods to detect tumors in X-rays, any knowledge or approach related to cancer biology is considered domain-specific. This is because such expertise would not be directly relevant to someone working on tasks like measuring traffic flows using satellite imagery, as these belong to entirely different domains.