Define what makes the scene
A scene category can refer to architecture, use, or visible contents. A room used as a classroom may resemble an office; a warehouse doorway may show both interior and exterior. Explain the evidence needed for each label and whether mixed scenes can receive multiple labels. Avoid relying only on location names.
Request variation within categories
Specify differences in layout, clutter, occupancy, viewing height, and distance. Hundreds of photographs from one visually consistent venue should not silently stand in for broad scene coverage. Ask for reporting by location group and relevant conditions. Keep collection goals realistic by distinguishing required combinations from exploratory examples that would merely be useful.
Decide how context is retained
Wide views can establish a scene while tight crops may isolate only an object. State the minimum context needed and whether panoramic, portrait, or heavily cropped images are acceptable. Record image transformations so annotations remain interpretable. A thumbnail review can miss details that determine whether a scene actually satisfies the intended category. For seasonal or temporary environments, include capture-period information where supported and relevant, while distinguishing it from a date inferred only from visible decorations.
Evaluate unfamiliar settings
Hold out locations or collection groups that reflect the generalization question you care about. Inspect confusing boundaries such as workshops versus garages before adding volume. Source access, photography permissions, and any sensitive visible material should be reviewed with the proposed collection. Fiund can discuss the brief without presenting category coverage as verified available inventory.
Review checklist
- Define scene labels using visible evidence.
- Specify meaningful variation within each scene type.
- Choose minimum contextual framing.
- Evaluate with separate location groups where appropriate.