Testing VLMs on Real-World Problems - How Do They Compare?

This 22-minute video from Roboflow examines how various large vision-language models (VLMs) perform when tested on real-world visual problems. Discover the comparative results of testing several VLMs using standard prompts and analyze the differences in their performance. Learn about the limitations of current evaluation methods and explore the Vision AI Checkup tool that allows for standardized testing. The video also demonstrates how combining multiple vision models—both pre-built and purpose-built—can effectively solve more complex tasks. Follow along through sections covering VLM fundamentals, detailed comparisons between popular models, observations about current capabilities, and practical techniques for leveraging multiple models together to enhance visual AI solutions.