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Why SmolVLM is the Best Choice for Lightweight Vision-Language AI

Emad Dehnavi
3 min readNov 26, 2024

Hello everyone! Today I like to introduce a new AI model I learned which is called SmolVLM. This model designed to understand and generate human-like text based on visual inputs, enabling applications such as image captioning, visual question answering, and more. It is small and uses fewer resources but still performs really well. This means it’s great for devices with limited power, like mobile phones or small computers.

Why SmolVLM is the Best Choice for Lightweight Vision-Language AI | Photo from huggingface blog

What Makes SmolVLM Special?

  • It’s Efficient:
    SmolVLM has only 2 billion parameters, which makes it much smaller than other models. SmolVLM’s architecture is optimized for speed and memory usage, allowing for deployment on devices with limited resources without compromising performance.
Photo from huggingface blog
  • It’s Open-Source:
    All model checkpoints, datasets, training recipes, and tools associated with SmolVLM are released under the Apache 2.0 license, promoting transparency and community collaboration. This helps developers and researchers collaborate easily.
  • It’s Versatile:
    SmolVLM comes in three versions for different needs:

Base: For general tasks and…

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Emad Dehnavi
Emad Dehnavi

Written by Emad Dehnavi

With 8 years as a software engineer, I write about AI and technology in a simple way. My goal is to make these topics easy and interesting for everyone.

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