Cambrian-S Release Image - MME Perception: leaderboard

Cambrian-S release paper; final Stage4 checkpoint. Benchmark-specific sampling of Section3 retained, dagger-marked video scores use paper protocol; no pretrained, intermediate-stage or LFP checkpoint merge. MME perception native sum of per-category accuracy and accuracy-plus scores; range0–2000. Comma is a grouping separator, not a decimal separator. Metric: MME perception score. Higher is better. Source: https://arxiv.org/html/2511.04670v1

Metric: MME perception score. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 7 models tracked.

Top models

#ModelScoreOverall rank
1Mini-Gemini-HD-8B1606
2LLaVA-NeXT-8B1603.7
3Cambrian-S-7B1598.4
4Cambrian-1-8B1547.1
5Cambrian-S-3B1485.6
6Cambrian-S-1.5B1394.4
7Cambrian-S-0.5B1190.8

Interactive version: theaggregate.ai/benchmark?slug=cambrian-s-release-image-mme-perception · How It Works · Data refreshed daily, snapshot 2026-10-17.