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 27.3
0
4
score 26.4
0
5
score 26.1
0
6
score 24.1
0
7
score 24.0
0
8
score 23.7
0
9
score 23.4
1
10
score 22.5
0
11
score 22.4
0
12
score 22.3
0
13
score 21.3
0
14
score 21.0
0
15
score 20.6
0
16
score 20.5
0
17
score 19.7
0
18
score 18.8
0
19
score 18.4
0
20
score 18.3
0
21
score 18.2
0
22
score 18.2
0
23
score 18.0
0
24
score 18.0
0
25
score 17.8
0
26
score 17.6
0
27
score 17.4
0
28
score 17.3
0
29
score 17.3
0
30
score 16.7
0
31
score 16.4
0
32
score 16.0
0
33
score 15.9
0
34
score 14.8
0
35
score 14.4
0
36
score 13.8
0
37
score 13.2
0
38
score 12.6
0
39
score 12.4
0
40
score 12.0
0
41
score 11.7
0
42
score 11.4
0
43
score 10.4
0
44
score 10.4
0
45
score 10.2
0
46
score 9.8
0
47
score 8.5
0
48
score 8.1
0
49
score 7.9
0
50
score 7.9
0
51
score 7.0
0
52
score 6.9
0
53
score 6.6
0
54
score 6.2
0
55
score 1.0
0
56
score 0.9
0
57
score 0.3
0
58
score 0.0
0
—
awaiting votes
0
—
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.
GPT Image 1 Mini
ImagineArt 1.5 (Preview)
33%
33%
FLUX.2 [dev] Flash
FLUX.2 [dev] Turbo
50%
50%
Seedream 4.5
Imagen 4.0 Ultra Generate 001
50%
50%
FLUX.2 [dev]
Z-Image Turbo
40%
40%
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·
10 reigns·
60 models
The Reign Chain
10 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 → Jul 2024reigned 2.3 yrs -
R02modelJul 2024 → Aug 2024reigned 1 mo · overtook DALL-E 2
-
R03
FLUX.1 [schnell] Aug 2024 → Oct 2024reigned 2 mo -
R04
Stable Diffusion 3.5 Large Oct 2024 → Mar 2025reigned 5 mo · overtook FLUX.1 [schnell] -
R05
GPT Image 1 Mar 2025 → Apr 2025reigned 1 mo · overtook Stable Diffusion 3.5 Large -
R06
HiDream I1 Full Apr 2025 → Sep 2025reigned 5 mo · overtook GPT Image 1 -
R07
Seedream 4.0 Sep 2025 → Sep 2025reigned 1 mo · overtook HiDream I1 Full -
R08
Wan 2.5 (Preview) Sep 2025 → Oct 2025reigned 1 mo · overtook Seedream 4.0 -
R09
GPT Image 1 Mini Oct 2025 → Nov 2025reigned 1 mo · overtook Wan 2.5 (Preview) -
R10Current
ImagineArt 1.5 (Preview) Nov 2025 → todayreigned 10 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
