IDEAL-Bench - Rotation Accuracy: leaderboard

Metric: Rotation accuracy (%): share of matched objects in the 7 non-grid room types whose symmetry-folded yaw error is at most 30 degrees, IDEAL-Bench 3D layout task; higher is better. Source: arxiv.org. Saturation forecast: Around 2029. 13 models tracked.

Top models

#ModelScore
1Gemini 2.5 Pro37.7
2GPT-5.433.7
3Claude Sonnet 4.626.8
4GLM-4.6V26.4
5Qwen 3 VL 235B A22B Instruct22.8
6Qwen 3 VL 30B A3B Instruct21.6
7Gemma 4 31B (IT)20.8
8GPT-4o20
9Qwen 3 VL 8B Instruct19.6
10Qwen 2.5 VL 72B Instruct18.5
11InternVL3.5-8B18.4

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