IDEAL-Bench - Position Accuracy: leaderboard

Metric: Position accuracy (%): share of matched objects in the 7 non-grid room types whose horizontal centre error is at most 0.3 m, IDEAL-Bench 3D layout task; higher is better. Source: arxiv.org. Saturation forecast: Around 2031. 13 models tracked.

Top models

#ModelScore
1GPT-4o11.5
2Gemini 2.5 Pro10.8
3Gemma 4 31B (IT)9.8
4GPT-5.48.5
5Qwen 3 VL 8B Instruct8.2
6Qwen 3 VL 30B A3B Instruct7.5
7Qwen 3 VL 235B A22B Instruct7.2
8Claude Sonnet 4.64.9
9GLM-4.6V4.4
10InternVL3.5-8B2.6
11Qwen 2.5 VL 72B Instruct2.1

Interactive version: theaggregate.ai/benchmark?slug=ideal-bench-position-accuracy · How It Works · Data refreshed daily, snapshot 2026-09-29.