Geometric Composition
VoteA spatial-reasoning test. Each object has a precise relationship (inside, on top, behind, seen through the glass), so it measures whether a model follows explicit placement instructions and handles transparency and refraction rather than just approximating the scene.
Voters judged on
Spatial Accuracy
Object Relationships
Glass & Refraction
Lighting Direction
Prompt
“A glass cube on a wooden table. Inside the cube is a small blue sphere. On top of the cube sits a red book. A green plant is behind the cube, partially visible through the glass. Soft window light from the left.”
One quick check so your vote counts
The leaderboard
Challenge rankings
60 models · ranked by blind vote
Through time: how it evolved
1
score 28.9
-1
2
score 27.7
0
3
score 27.7
0
4
score 26.6
0
5
score 25.3
0
6
score 24.0
0
7
score 23.4
1
8
score 23.4
0
9
score 22.4
0
10
score 21.7
0
11
score 21.5
0
12
score 21.5
0
13
score 21.0
0
14
score 21.0
0
15
score 20.8
0
16
score 20.6
0
17
score 20.5
0
18
score 20.0
0
19
score 19.6
0
20
score 18.4
0
21
score 18.4
0
22
score 18.0
0
23
score 17.8
0
24
score 17.3
0
25
score 16.4
0
26
score 15.9
0
27
score 15.2
0
28
score 15.2
0
29
score 14.4
0
30
score 12.8
0
31
score 12.6
0
32
score 12.6
0
33
score 12.2
0
34
score 11.2
0
35
score 10.4
0
36
score 10.4
0
37
score 10.4
0
38
score 9.8
0
39
score 8.1
0
40
score 7.9
0
41
score 7.9
0
42
score 7.9
0
43
score 6.3
0
44
score 6.2
0
45
score 6.2
0
46
score 1.8
0
47
score 1.0
0
48
score 0.9
0
49
score 0.8
0
50
score 0.8
0
51
score 0.5
0
52
score 0.0
0
53
score 0.0
0
54
score 0.0
0
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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.
GPT Image 1 Mini
ImagineArt 1.5 (Preview)
33%
33%
FLUX.2 [dev] Flash
FLUX.2 [dev] Turbo
50%
50%
FLUX.2 [dev]
Z-Image Turbo
40%
40%
GPT Image 1.5
FLUX.2 [max]
25%
25%
Want to compare other models?
Pick any two and see them go head to head.
The archive
Through time
How Geometric Composition has evolved, release by release.
2022 to 2026·
9 reigns·
60 models
The Reign Chain
9 reigns
How the crown changed hands
Every model that has held #1 on this challenge, in order. Click any era to travel through time.
-
R01Inception
DALL-E 2 Apr 2022 → Oct 2023reigned 1.5 yrs -
R02
DALL-E 3 Oct 2023 → Aug 2024reigned 10 mo · overtook DALL-E 2 -
R03
FLUX.1 [schnell] Aug 2024 → Oct 2024reigned 2 mo · overtook DALL-E 3 -
R04
Stable Diffusion 3.5 Large Oct 2024 → Mar 2025reigned 5 mo · overtook FLUX.1 [schnell] -
R05
GPT Image 1 Mar 2025 → Aug 2025reigned 5 mo · overtook Stable Diffusion 3.5 Large -
R06
Imagen 4.0 Ultra Generate 001 Aug 2025 → Sep 2025reigned 1 mo · overtook GPT Image 1 -
R07
Seedream 4.0 Sep 2025 → Oct 2025reigned 1 mo · overtook Imagen 4.0 Ultra Generate 001 -
R08
GPT Image 1 Mini Oct 2025 → Nov 2025reigned 1 mo · overtook Seedream 4.0 -
R09Current
ImagineArt 1.5 (Preview) Nov 2025 → todayreigned 8 mo · overtook GPT Image 1 Mini
Generation history
Show full history 55-
Gemini 3.1 Flash Lite Image 3 takes
-
Recraft V4.1 3 takes
-
Recraft V4.1 Pro 3 takes
-
GPT Image 2 3 takes
-
Wan 2.7 3 takes
- 55 more models Apr 2022 – Apr 2026 Show
