You don't need a camera rig. You don't need special equipment. The camera in your phone takes photos of model railroad equipment better than any dedicated camera from fifteen years ago. What you need is good light and a steady hand.
The Single Most Important Thing: Light
Flat, diffuse light. That's the goal. Not the harsh overhead light from a ceiling fixture. Not the overexposed white blast of a direct flash. Soft, even light that falls across the side of the model from a shallow angle, so road names and reporting marks stand out in slight relief.
The window trick
Set your locomotive or freight car within two feet of a window, turned so the lettered side faces the window at about a 45° angle. On an overcast day, this gives you almost perfect light. On a sunny day, use a white sheet of paper taped to the window as a diffuser — it scatters the light.
No window? No problem
A desk lamp with a daylight-temperature LED bulb (5000K or higher, which is the "daylight" or "cool white" setting) placed at table height, aimed at the model from the side, replicates window light effectively. Add a second lamp at the opposite side to eliminate shadows on the lettered side.
Eye-Level Perspective
Hold your phone at the same height as the model's trucks. The lettered side should fill most of the frame, centered, with a small margin on all sides. Shoot horizontally, not at a downward angle — the AI reads models from the same perspective a collector holds them.
For long passenger cars or articulated locomotives, take two photos (left half, right half) and upload both. The AI combines information from multiple photos of the same item.
A Plain Background
Any background that contrasts with the model's primary color works: white cardstock, gray foam core, a dark cloth. A busy layout background — with rocks, trees, structures — makes the AI's segmentation step harder and occasionally produces a lower confidence result.
What the Professionals Do (Simplified)
Prototype hobby photographers use a lightbox — a cube lined with white fabric and lit from outside. You can buy one for under $30 on Amazon, or make one from a cardboard box and white tissue paper. For serious cataloging sessions (photographing an entire shelf in one go), a lightbox is worth it. Results are consistently excellent.
The Five-Shot Standard
For definitive identification with maximum confidence:
- Left side — full broadside view
- Right side — road number often differs
- Front — nose details, headlight style, pilot
- Rear — different trucks, coupler style
- Roof — fan/radiator arrangement for diesels; steam boiler detail
You don't need all five for every item. A single good left-side photo of modern equipment typically hits 90%+ confidence. The five-shot approach is for brass, vintage items, or anything where you want absolute certainty.
Real-World Examples
Before: Taken from above, flash on, mixed indoor lighting, background cluttered with layout scenery. Confidence: 47%.
After: Same model, set on gray foam core near a window, photographed at eye level, no flash. Confidence: 96%.
The model didn't change. The lighting did.
Next Steps
- How AI Recognition Works — understand the technology behind the scan
- Training AI on Your Collection — help the platform get smarter
- Start Cataloging Your Collection — free to start