360Bench (CMP) - Fine-Grained Perception: leaderboard

Metric: Fine-grained perception accuracy (%), mean of instance recognition and instance counting of small or subtle objects on 360Bench's 1,532 human-written four-option questions on 643 high-resolution (7K) 360-degree images, each scored under four cyclic permutations of the options (6,128 evaluations), greedy decoding, where the image is given as a cubemap projection (CMP) at matching resolution; higher is better. Source: arxiv.org. Saturation forecast: Around August 2027. 9 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro53#145
2Gemini 2.5 Flash49.6#237
3Qwen 2.5 VL 7B Instruct42.4#643
4GPT-4o38.1#333

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=360bench-cmp-fine-grained-perception · How It Works · Data refreshed daily, snapshot 2026-10-11.