PanoSpace-Bench - Camera Rotation: leaderboard

Camera rotation on a 360-degree panorama (PanoSpace-Bench, from the PanoWorld paper by Wang et al., 2026): given one 360-degree equirectangular panorama, the model says where a target object would appear after the observer turns by a given yaw angle. 250 five-option multiple-choice questions scored by exact choice accuracy, in percent; higher is better.

Metric: Accuracy (%; 250 five-option multiple-choice questions on one ERP panorama). Source: arxiv.org. Saturation forecast: Around February 2027. 12 models tracked.

Top models

#ModelScoreOverall rank
1MiMo-V2.542.8#353
2GPT-4o28.4#741
3Qwen 2.5 VL 7B Instruct23.6#1842
4Qwen 3.5 9B22.6#803
5Ministral 3 8B20.4#2036
6Ministral 3 14B14.4#1852

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=panospace-bench-camera-rotation · How It Works · Data refreshed daily, snapshot 2026-11-12.