Label a Computer Vision Dataset with Vertex AI

Vertex AI, a cloud-based machine learning platform by Google, offers a comprehensive suite of tools for various machine learning tasks, including natural language processing, computer vision, and generative text-based search experiences. This guide focuses on using Vertex AI for labeling a computer vision dataset, particularly for object detection projects. It outlines the process of creating a dataset in Vertex AI, uploading images, and labeling them, highlighting the platform's capabilities for object detection, classification, and segmentation tasks. The guide also discusses the limitations of Vertex AI's export format, which is restricted to JSONL, and suggests Roboflow Annotate as an alternative for more versatile import and export options. The guide encourages users to collaborate on labeling tasks and provides instructions for exporting datasets to Google Cloud Storage, emphasizing the need for custom export scripts for training models outside Vertex AI.