What is Data Annotation?

What does data annotation mean in Machine Learning? What types of annotation exist, and what methods are used? Let’s dive deeper.     Data labeling examples Three common applications of Data Annotation – Bounding Boxes, Semantic Segmentation, and 3D Point…

Challenges with LiDAR Data Annotation

Exploring the roadblocks and technical hurdles in labeling LiDAR point clouds for real-world AI applications Light Detection and Ranging (LiDAR) has fundamentally reshaped how machines sense and understand their surroundings. By sending out laser pulses and measuring their return time,…

Comprehensive Guide to Object Detection from Point Clouds

Explore the world of object detection from point clouds. Learn about techniques, challenges, and real-world applications. Introduction Object detection from point clouds is transforming how machines perceive and process 3D environments. This article presents the fundamental concepts, methodologies, and future…