Four-view vehicle reference
Create a clean two-by-two turnaround reference sheet of this same car: front, left side profile, rear and right side profile, one complete view per panel.
High-angle vehicle photograph. One still image from a supplied vehicle photo.
High-angle vehicle photograph: use the complete internal blue coupe reference with visible body lines and wheels. Other vehicles have not been tested.
High-angle vehicle photograph.
Elevated oblique angle is distinct from top-down. Minor generated identity drift remains possible.
An elevated oblique view should show upper surfaces while retaining visible sides. It sits between a normal eye-level view and a direct overhead layout, with different proportions emphasized in each.
Inspect roof, wheel ellipses and ground contact after the viewpoint change. Minor identity variation may remain. Reduce the height change if model-specific geometry begins to drift.
/TOPDOWN — A direct overhead view is a related search direction, but it changes the composition more strongly and is not the same angle.
These are editing suggestions, not additional test observations. Read the practical guide or use the before/after checklist.
Elevated oblique angle is distinct from top-down. Minor generated identity drift remains possible.
Input advice and use cases are editorial guidance, not additional test results.
Elevated oblique angle is distinct from top-down. Minor generated identity drift remains possible.
2026-09-28 · Work built-in image_gen (model version not exposed)
These notes describe the named runs, which may use a different subject from the comparison above. They do not guarantee results on another input or a future model. See our testing method.