SceneActBench - Camera: leaderboard
Metric: Task score (0-100): 100 furnished 3D-FRONT scenes: recover the 6-DoF camera pose of one view with known field of view, scored by position and angle error against 4 m and 90 degree references; every configuration drives one headless Blender through the same MCP tool interface (scene and object inspection, Python execution, rendering) with task step budgets; each native geometric error or F-score is mapped to a 0 to 100 case score against a fixed reference, invalid outputs score 0, cases are averaged per task. Source: arxiv.org. Saturation forecast: Around September 2028. 11 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Seed 2.0 Pro (High) | 34.5 |
| 2 | Claude Opus 4.6 (High) | 34 |
| 3 | Gemini 3.1 Pro (Preview) (High) | 33.9 |
| 4 | GPT-5.4 (Medium) | 29.6 |
| 5 | Claude Sonnet 5 (High) | 27.3 |
| 6 | GPT-5.4 (High) | 26.4 |
| 7 | MiniMax M3 (High) | 25.6 |
| 8 | Kimi K2.6 (Thinking) | 24.6 |
| 9 | Step 3.7 Flash (High) | 13.2 |
Interactive version: theaggregate.ai/benchmark?slug=sceneactbench-camera · How It Works · Data refreshed daily, snapshot 2026-09-29.