#58 · Primary category: Foundation Models

cambrian

chatbot clip computer-vision dino instruction-tuning large-language-models llms mllm multimodal-large-language-models representation-learning

Cambrian-1 is a family of multimodal LLMs with a vision-centric design.

Project last updated:11/07/25

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2.0K

Forks

140

Contributors

4

License

Apache-2.0

Why we included this project

Cambrian-1 suits anyone building vision-language assistants who wants the whole stack open rather than a hosted API. The models are built around the image side of the task: instead of feeding a language model a generic visual embedding, the project trains several vision encoders and connects them to the language backbone in a vision-first way. You get the weights plus the training and fine-tuning code, and the release also ships a 10M-image dataset and the CV-Bench benchmark for checking visual grounding. It is research software, so expect to run PyTorch yourself; the fit is for teams who want to reproduce the paper's results or retrain a strong open multimodal baseline on their own data.

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