FiftyOne Computer Vision Tips and Tricks — Sept 16, 2022
Blog post from Voxel51
FiftyOne is an open-source machine learning toolset designed to enhance computer vision model performance by facilitating high-quality dataset curation, model evaluation, error identification, and embedding visualization, ultimately accelerating production readiness. The blog discusses various community inquiries and solutions, such as checking and filtering valid annotations when loading COCO-styled object detection data, importing CVAT projects into FiftyOne, and selecting multiple samples in the FiftyOne App using shift and ctrl keys. It also addresses viewing frame-level field information using the JSON viewer and handling object-level embeddings with the FiftyOne Brain component. The blog encourages readers to join the FiftyOne Slack community for further assistance and to explore comprehensive documentation and examples available for these features.