P3D-Bench - Image-to-3D Geometry: leaderboard
Metric: Geometry bucket score (0-100) (equal-weight mean of normalized F-scores at 0.05 and 0.01, normal consistency, Chamfer distance and IoU) on 400 Image-to-3D cases (CadQuery, OpenSCAD and Three.js outputs), the model writes a parametric CAD program that is compiled, meshed and aligned to the ground truth; invalid outputs take the worst value; each general model runs with its maximum thinking budget; averaged over the output formats; higher is better. Source: arxiv.org. Saturation forecast: Around July 2028. 8 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) (High) | 55.2 |
| 2 | GPT-5.5 (xHigh) | 54.9 |
| 3 | Claude Opus 4.6 (Max) | 52.5 |
| 4 | GLM-5V Turbo | 41.9 |
| 5 | Qwen 3.6 Plus (Thinking) | 39.8 |
| 6 | MiMo-V2-Omni | 37.8 |
| 7 | Seed 2.0 Pro (High) | 37.4 |
Interactive version: theaggregate.ai/benchmark?slug=p3d-bench-image-to-3d-geometry · How It Works · Data refreshed daily, snapshot 2026-09-29.