Build Computer Vision Applications with Roboflow and Gradio
Blog post from Roboflow
Gradio is an open-source Python library designed to create user-friendly web interfaces for machine learning models, particularly in computer vision applications. It offers a range of pre-built, customizable UI components that facilitate the integration of machine learning models into web applications, allowing users to interact with them directly through their browsers. To demonstrate its capabilities, the article outlines the process of building computer vision apps using Gradio, with examples for both image and video data processing. These examples involve preparing a model, defining a prediction function, creating an interface, and launching it for user interaction. The integration with Roboflow for model training and deployment is highlighted, showcasing how Gradio's components, such as image, video inputs, and sliders, can be utilized to enhance the user experience. Gradio's features make it a powerful tool for developing scalable and interactive applications that facilitate real-time data processing and visualization.