MultiView-Bench - 3D DoF 3: leaderboard
Metric: Accuracy (%; six views, unconstrained object placement; fraction of 100 procedurally generated Blender scenes whose relative position of a target object is answered exactly as (+/-X or 0, +/-Y or 0, +/-Z or 0) in a visible world coordinate frame; mean over three runs where printed (Claude 3.7 Sonnet one run); x100). Source: arxiv.org. Saturation forecast: Around December 2026. 15 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.6 Sol (Medium) | 63.3 |
| 2 | Gemini 3.5 Flash (Medium) | 54.3 |
| 3 | GPT-5.6 Terra (Medium) | 49.7 |
| 4 | GPT-5 | 49 |
| 5 | Gemini 3.1 Pro (Preview) (Medium) | 46.3 |
| 6 | GPT-5.6 Luna (Medium) | 45.7 |
| 7 | O3 | 34.2 |
| 8 | Claude Haiku 4.5 (Thinking) | 19 |
| 9 | Gemini 2.5 Pro | 17.7 |
| 10 | Gemini 2.5 Flash | 16 |
| 11 | Claude 3.7 Sonnet | 6 |
| 12 | Claude Sonnet 4 | 5.3 |
| 13 | GPT-4o | 2 |
Interactive version: theaggregate.ai/benchmark?slug=multiview-bench-3d-dof-3 · How It Works · Data refreshed daily, snapshot 2026-09-29.