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MiniCPM-o-2_6

MiniCPM-o 2.6 is an omnimodal 8B model from OpenBMB supporting speech, image, and text inputs with real-time audio output. It targets on-device multimodal scenarios, particularly mobile and edge deployments, with end-to-end speech conversation capability.

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From the model card

Fields below are copied from the tags and counters on the HuggingFace repository openbmb/MiniCPM-o-2_6 at our last fetch. They are set by the uploader, not verified by us; rows with no tag are omitted. How this page is made.

Publisher (HF namespace)
openbmb
Pipeline tag
any-to-any
Library
Transformers
Weight formats
safetensors
License tag
apache-2.0 — read the license file in the repo before relying on it
Language tags
multilingual
Papers cited
arXiv:2405.17220, arXiv:2408.01800
Datasets declared
openbmb/RLAIF-V-Dataset
Downloads (HF counter at last fetch)
398,898
Likes (HF counter at last fetch)
1,296
Model card
https://huggingface.co/openbmb/MiniCPM-o-2_6

Use cases

  • On-device voice assistants with visual context understanding
  • Real-time speech-to-speech conversation on mobile hardware
  • Multimodal document understanding combining OCR and NLP
  • Embedded AI assistants in resource-constrained environments

Pros

  • Unified speech+vision+text in a single 8B model — rare at this parameter count
  • Designed for on-device deployment; quantized variants available
  • Strong OCR and document understanding based on MiniCPM lineage
  • Apache 2.0 license

Cons

  • Audio output quality lags behind dedicated TTS systems
  • 8B constrains reasoning depth on complex tasks
  • Real-time streaming requires careful batching to avoid latency spikes
  • Smaller community than LLaVA or Qwen-VL for troubleshooting

Tags

transformerssafetensorsminicpmofeature-extractionminicpm-oomnivisionocrmulti-imagevideocustom_codeaudiospeechvoice cloninglive Streamingrealtime speech conversationasrttsany-to-anymultilingual