IDEAL-Bench - Grid Coverage: leaderboard
Metric: Grid coverage rate (%): share of ground-truth grid cells (classroom, library and office scenes) that a predicted object of the target category falls into, IDEAL-Bench 3D layout task; higher is better. Source: arxiv.org. Saturation forecast: Around April 2028. 13 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 2.5 Pro | 29.1 |
| 2 | GPT-5.4 | 28.6 |
| 3 | Claude Sonnet 4.6 | 27.8 |
| 4 | GPT-4o | 25.2 |
| 5 | Gemma 4 31B (IT) | 24.1 |
| 6 | Qwen 3 VL 30B A3B Instruct | 22.9 |
| 7 | Qwen 3 VL 235B A22B Instruct | 16.1 |
| 8 | Qwen 3 VL 8B Instruct | 14.4 |
| 9 | GLM-4.6V | 13.3 |
| 10 | Qwen 2.5 VL 72B Instruct | 11.9 |
| 11 | InternVL3.5-8B | 8.9 |
Interactive version: theaggregate.ai/benchmark?slug=ideal-bench-grid-coverage · How It Works · Data refreshed daily, snapshot 2026-09-29.