Loading Open Images V6 and Custom Datasets with FiftyOne
Blog post from Voxel51
The blog post introduces FiftyOne, an open-source tool designed to simplify the process of loading, visualizing, and converting image and video datasets, which often have diverse formats and annotations. It highlights the tool's ability to handle multiple dataset formats, such as MS-COCO, YOLO, and Pascal VOC, and offers a streamlined way to load custom datasets into the platform. Using Open Images V6, a dataset released by Google containing over nine million images with various labels, as a key example, the post guides readers on how to import classifications, object detections, segmentations, and visual relationships into FiftyOne. The platform allows users to visualize datasets, execute complex queries, and convert data into different formats for further analysis or model training. The author emphasizes that the FiftyOne App and API facilitate easy dataset exploration, error detection, and format conversion, enhancing the overall data management and model evaluation process.