3D Scene Structure - Transparency: leaderboard
Metric: Correctness (%, human-scored; 900 scenes; correct only with complete recall of the objects directly behind the target). Source: arxiv.org. Saturation forecast: Around 2028. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3.5 397B A17B (Thinking) | 24.75 |
| 2 | GPT-5.2 (Thinking) | 24.08 |
| 3 | Qwen 3 VL 30B A3B (Thinking) | 15.32 |
| 4 | Qwen 3 VL 8B (Thinking) | 6.44 |
Interactive version: theaggregate.ai/benchmark?slug=3d-scene-structure-transparency · How It Works · Data refreshed daily, snapshot 2026-09-25.