BasicAI·3d ago3D Polygon and Polyline Annotation for LiDAR Perception Model TrainingAs autonomous driving and robotic systems mature, 3D LiDAR point clouds and sensor-fusion data have become key data types.
BasicAI·May 92D Polygon Annotation for Computer Vision Model TrainingAfter convolutional neural networks became dominant in the 2010s, deep learning models grew more complex. The limits of the rectangular…
BasicAI·Apr 243D Cuboid Annotation for Computer Vision Model TrainingEarly perception systems relied on images and 2D bounding boxes. A 2D box is a clean way to outline an object within a pixel grid. But the…
BasicAI·Apr 7What is Ontology in Machine Learning Data Annotation?Ontology started in ancient philosophy as the study of the nature of existence.
BasicAI·Mar 6Keypoint and Skeleton Annotation for Computer Vision Model TrainingEarly computer vision handled rigid objects like cars and cups well. Humans and animals are different. They bend, twist, and occlude their…
BasicAI·Feb 4How Computer Vision AI Enables Scanless Checkout: Models, Data, and AnnotationsA bakery can carry hundreds of items: croissants, bagels, cakes, and seasonal specials…
BasicAI·Jan 29AI Vision in Smart Fridges: Models, Data, and AnnotationSmart fridges identify and log food. Learn how computer vision powers the case and the models, data and labels needed to work in real…
BasicAI·Jan 23Computer Vision for Smart Vending Machines: How It Works and What Data You NeedComputer vision enables grab-and-go flow in smart retail. Learn how AI vision works in smart vending machines and the training data needed.
BasicAI·Jan 9CES 2026 Innovation Awards: 15 Computer Vision Use Cases That Signal What’s NextCES 2026 Innovation Awards: 15 computer vision AI use cases across autonomy, safety, health, robotics, and edge, defining 2026 AI trends.A response icon1A response icon1
BasicAI·Dec 1, 2025Data Annotation Strategies for Lightweight Computer Vision in Edge AIHow to annotate data for lightweight edge AI computer vision models: task choices, label design, and tools tuned for real-world deployment
