This dataset comprises images of bicycle riding safety required to generate scene-based context queries to evaluate the data retrieval strategy of Context Management Platforms(CMPs). We have manually selected these scenes out of our scene repository based on predefined categories, such as hazard types (e.g., road obstacles, vehicle interactions), environmental factors, and traffic conditions.