FiftyOne Computer Vision Tips and Tricks — Dec 02, 2022
Blog post from Voxel51
FiftyOne is an open-source machine learning toolset designed to enhance the performance of computer vision models by assisting data science teams in curating high-quality datasets, evaluating models, and visualizing embeddings. This blog post explores various tips and tricks for utilizing FiftyOne's features, such as evaluating model performance by label using its evaluation API, exporting datasets with splits, handling large datasets through efficient memory management, and storing metadata at the group level. Additionally, it provides guidance on creating views to display bounding boxes without masks and encourages engagement with the FiftyOne community on platforms like Slack and GitHub. The article illustrates how FiftyOne supports developers in efficiently managing and processing computer vision data, ultimately accelerating the journey from development to production.