Which AI image model handles a busy scene best
A crowded scene is where objects merge and people duplicate. We asked 36 models for one farmers' market with stalls, bunting, shoppers, a busker with a guitar and a golden retriever. The grid includes the September 18 additions; each model page dates its own run.
Anvisha Pai, Co-founder & CEO, Voyager
What the side-by-side shows
GPT Image 2.5 Flare gives the most complete market: dozens of distinct people, readable stall signs, dog on a lead. FLUX.2 Max, Nano Banana 2 and Seedream 5.0 Lite are dense and coherent. Nano Banana Pro chose an aerial view that works. Ideogram 4.0 returned a cut-out collage on a transparency grid, and Recraft V4.1 went dark and stylised with few people. Ideogram 4.5, added on 22 October, drew a dense, legible market with a busker and correctly spelled chalkboards, but two dogs and a market banner nobody asked for. Krea 3, added on 22 October, drew a dense aerial market with a busker, his open guitar case and a golden retriever on a lead, as complete as any here; MOSS-Image framed its market through an archway nobody asked for. Ideogram Vector includes the stalls, oranges, shoppers, dog and guitarist in a dense illustration made from 1,977 SVG paths.
- 1.GPT Image 2.5 Flare dozens of distinct people, signs you can read, a dog on a lead.
- 2.FLUX.2 Max dense, warm and coherent with a busker mid-song.
- 3.Nano Banana 2 a full market with a church tower behind.
- 4.Seedream 5.0 Lite crowded and legible for a cheap model.
- 5.Krea 3 a dense aerial market with every requested element, photographed.
Every image model on this prompt, 35 pictures
One try each, nothing re-rolled or retouched, generated by us. Ranked models come first; the rest follow in family order. Open a model for the rest of its set.
›The prompt every model got
A crowded Saturday farmers market seen from slightly above: at least twelve stalls with striped awnings, shoppers carrying tote bags, a dog on a leash, crates of oranges, a musician with a guitar, bunting overhead, late morning light.
Many distinct objects and people in one frame without merging or duplicating them.
dozens of distinct people, signs you can read, a dog on a lead.
dense, warm and coherent with a busker mid-song.
a full market with a church tower behind.
crowded and legible for a cheap model.
a dense aerial market with every requested element, photographed.
The other prompts
- Which AI image model holds an art style
- Which AI image model draws an accurate chart
- Which AI image model edits a picture best
- Which AI image model does faces and hands best
- Which AI image model makes the best food photo
- Which AI image model follows a hard composition
- Which AI image model makes the best infographic
- Which AI image model makes the best logo
- Which AI image model makes the best product shot on white
- Which AI image model renders text best
- Which AI image model makes the best wide banner
Frequently asked questions
Which AI image generator handles complex scenes?
GPT Image 2.5 Flare, FLUX.2 Max, Nano Banana 2 and Seedream 5.0 Lite kept a crowded market coherent. Ideogram 4.0 returned a cut-out collage instead of a scene.
Voyager
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