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Models · slot A

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Image Editing Adding & Editing Objects Preservation Prompt Adherence Photorealism Lighting, Shadows & Materials

Outfit Transfer Challenge

Vote

This is extremely practical (think e-commerce, fashion, virtual dressing rooms). It’s visually very obvious when it fails, and success looks impressive. It tests a model’s understanding of clothing physics, body shape, and lighting.

Voters judged on
Clothing Accuracy Fit & Fabric Realism Lighting & Shadow Consistency No Side Effects
How voting works
The brief Every model got the same image and edit instruction
Source
Edit instruction
“Use Image 1 as the base person. Dress them in the exact elaborate outfit from Image 2 (including all layers, accessories, jewelry, and shoes). Carefully adapt the clothing to the body shape and pose in Image 1 while maintaining realistic fabric behavior, correct proportions, and perfect lighting/shadow matching. Keep the person’s exact face, hair, and background completely unchanged.”
The leaderboard

Challenge rankings

27 models · ranked by blind vote

Through time: how it evolved
1
Nano Banana Pro
score 17.9
0
2
GPT Image 2
score 13.3
0
3
FLUX.2 [klein] 9B
score 12.4
0
4
GPT Image 1
score 11.9
0
5
Nano Banana
score 11.7
0
6
FLUX.2 [klein] 4B
score 9.7
0
7
GPT Image 1 Mini
score 8.2
0
8
FLUX.2 [max]
score 7.9
0
9
FLUX.2 [dev]
score 7.9
0
10
Nano Banana 2 Lite
score 7.9
0
11
Seedream 4.5
score 7.9
0
12
Seedream 5.0 Lite
score 7.9
0
13
Grok Imagine Image Pro
score 6.9
0
14
Wan 2.7
score 6.6
0
15
Wan 2.7 Pro
score 6.3
0
16
Nano Banana 2
score 0.9
0
17
P-Image Edit
score 0.4
0
18
Vidu Q2
score 0.0
0
19
Seedream 4.0
score 0.0
0
20
Wan 2.5 (Preview)
score 0.0
0
21
GPT Image 1.5
score 0.0
0
22
Grok Imagine Image
score -0.4
0
—
Qwen Image Edit 2509
awaiting votes
0
—
Qwen Image Edit 2511
awaiting votes
0
—
Wan 2.6
awaiting votes
0
—
FLUX.2 [dev] Turbo
awaiting votes
0
—
FLUX.2 [dev] Flash
awaiting votes
0
Head to head 4 matchups

Notable battles

The matchups worth a second look from this challenge's blind voting: the closest rivalries, the biggest upsets (a lower seed taking down a favorite), and the clashes at the top of the board. Each bar shows how the community split its votes.

Nano Banana Pro FLUX.2 [klein] 9B
100% 0%
Nano Banana Wan 2.7
50% 50%
Nano Banana 2 Wan 2.7 Pro
0% 0%
GPT Image 1 Seedream 5.0 Lite
0% 100%
Want to compare other models? Pick any two and see them go head to head.
The archive

Through time

How Outfit Transfer Challenge has evolved, release by release.

2025 to 2026· 2 reigns· 27 models
The Reign Chain
2 reigns

How the crown changed hands

Every model that has held #1 on this challenge, in order. Click any era to travel through time.

  1. R01
    Inception
    GPT Image 1
    Mar 2025 → Nov 2025
    reigned 8 mo
  2. R02
    Current
    Gemini 3 Pro Image Preview
    Nov 2025 → today
    reigned 8 mo · overtook GPT Image 1

Generation history

27 models · newest first
Show full history 22
  1. Gemini 3.1 Flash Lite Image 3 takes
  2. GPT Image 2 3 takes
  3. Wan 2.7 3 takes
  4. Wan 2.7 Pro 3 takes
  5. Gemini 3.1 Flash Image Preview 3 takes
  6. 22 more models Mar 2025 – Feb 2026 Show