Over the past year or so, I have seen model railroaders add snow effects to photos of their layouts using AI. Modeling a Southern local, I preferred rain and a stormy atmosphere over snow. I decided to experiment with Gemini AI to generate custom imagery for my layout like others have done.
Crafting effective prompts is key. Even with detailed phrasing, the initial output may not match your exact expectations. For example, when attempting to show locomotive headlight beams shooting forward, several generations produced beams pointing skyward from the cab windows. With persistent adjustments to the prompts, I achieved the desired result.
Designing Backdrop Buildings
When planning the backdrop for the yard, I wanted a continuous line of trees spanning its full length. Satellite imagery of Biddle Yard in Little Rock, Arkansas, confirmed a dense tree line on the north side of the yard, separating it from the city.
Rather than hand-painting the scenery, I used Gemini to generate backdrop structures and foliage, intending to show select building tops peeking over the tree line.
I prompted Gemini to generate a large, three-story metal-skinned industrial building featuring a two-tone tan exterior with lighter tan on top.
Initial attempts produced three-quarter angled views from an elevated perspective. To make the image suitable for a flat backdrop, I refined the prompt to request an elevation view showing only the front face of the building without perspective, roof lines, or side walls.
Then to visualize the final composition before painting, I instructed Gemini to add a row of foliage in front of the structure.
Not quite what I wanted.
I then requested the removal of overhanging branches above the roofline, leaving only a low tree line covering the lower portion of the building. Interestingly, Gemini added rooftop HVAC units during this pass without explicit prompting. Now we’re getting somewhere! It was about that time that it occurred to me, why not just have Gemini create a tree line to print and paste to the backdrop instead of trying to play Bob Ross?
Generating the Tree Line
At this stage, I realized I could generate printable tree line images directly rather than painting them by hand. After experimenting with various prompts requesting photorealistic tree lines, Gemini produced this usable image.
Planning and Printing Considerations
Several technical challenges required consideration during the planning phase:
Sky gaps: Gaps within the foliage needed to display a blue sky tone matching the painted backdrop rather than a stark white background.
Foliage trimming: Cutting out intricate treetops across long sections can be labor-intensive.
Pattern variation: To avoid repetitive patterns across a 20-foot backdrop, multiple distinct image segments were necessary.
Production method: I evaluated printing custom banners at a commercial print shop versus printing multiple smaller sheets at home on standard 11.5-inch paper. Printing locally provided greater flexibility for variation and adjustments at a comparable cost.
Image Editing and Color Matching
To streamline preparation and installation, I used the following workflow:
Sky Background Alignment: I re-imported the tree line into Gemini and requested a solid blue background. After lightening the tone by 10%, the color matched the painted blue backdrop on the layout pretty close.
Resolution Upscaling: Downloaded PNG files were upscaled to approximately 1600 pixels wide, which provided sufficient resolution for N scale modeling. I think 1600 was the maximum size with the free version?
Background Ink Reduction: I converted the PNG files to JPG format and used the eraser tool in MS Paint to clear out large areas of blue sky, reducing ink consumption during printing.
Trimming and Blending: I roughly cut along the treetop perimeter. Any remaining blue paper margins were later blended into the painted sky using a stippling technique with backdrop paint.
Color Correction: Because printed outputs ran darker than displayed on screen, I adjusted exposure, sharpness, and green hues using Luminar4 and it's photo editing capabilities prior to final printing.
Media Selection and Layout Setup
Using standard paper can cause ink absorption, producing dull images. I opted for Matte photo paper, which maintains crisp edges. To optimize print speed and ink usage, I configured the printer to standard quality on plain paper settings while feeding Matte photo paper, yielding sharp results without excess ink laydown.
Others weren’t kidding, using the photo paper rather than plain copy paper looked much better.
I arranged the images in CorelDraw, scaling them in landscape orientation to a height of no more than 4.5" in height. This setup allowed two tree line prints per sheet.
Assembly and Installation
I followed these steps to prepare and mount the printed tree line sections:
1. Trimming and Mating Edges: Square the side and bottom edges using a paper trimmer to ensure clean splices. Trim the tops along the foliage outline.
2. Edge Coloring: Run black, green, or brown markers along cut paper edges to eliminate visible white paper borders.
3. Clear Coating: Apply two light coats of Krylon Acrylic Matte finish to protect the printed ink from moisture during subsequent scenery work.
4. Adhesive Application: Brush full-strength Matte Medium onto the back of each print. Matte Medium provides sufficient working time for position adjustments and dries clear. I thought about using a spray adhesive, but I read where that stuff will break down over time. allowing the images to curl.
Boomer suggested using Matte Medium as the adhesive. It dries completely clear and easy to clean up and paint over if needed.
5. Mounting: Press the print onto the backdrop. Use a 4-inch foam roller and a glass jar to burnish the surface, smooth out imperfections, and press out excess glue. Clean up the squeeze-out immediately with a damp sponge. The Matte Medium doesn't dry on contact. It takes a little bit of time to set up, but that also allows you a short window where you can make slight adjustments if needed.
6. Final Blending: Allow the adhesive to dry thoroughly. Stipple matching sky paint over remaining paper margins and white paint for cloud highlights to blend the prints seamlessly into the backdrop.
Layering Trees Over Structures
For sections featuring buildings situated behind foliage, generate the tree line as a transparent PNG file instead of a JPG file. Removing the background color allows underlying structures to show naturally through gaps in the branches.
Now I know there are probably better ways to do this, but if so, I’m unfamiliar with how that works. I’m using methods that I know.








































