How to annotate data for lightweight edge AI computer vision models: task choices, label design, and tools tuned for real-world deployment

How AI teams use combined synthetic and real data to scale computer vision, reduce data labeling cost, and improve the model robustness.

Learn about 18 quality metrics for computer vision data annotation, covering accuracy, consistency, completeness, and workflow efficiency.

A practical, eight-part framework to write clear 3D LiDAR point cloud data annotation guidelines. Produce consistent, production-grade data.

How to choose AI data annotation outsourcing service: crowdsourcing vs. managed workforce (BPO). Compare quality, speed, and data security.

3D LiDAR data annotation market analysis: growth outlook, ecosystem, key players, tech trends, policy shifts and strategies for stakeholders

[With interactive selection tool] How AI teams choose data annotation platform solution. Compare cost, security, and scale for the right fit

15 computer vision AI applications in sports, from tracking to officiating. 5 datasets and guidance on building high‑quality training data.

Comprehensive guide to ADAS: sensors, perception algorithms and data annotation. Covers 11 key functions from FCW to APA with implementation tips.

This blog post covers the evolution, technology, and applications of delivery robots, with a focus on the perception algorithms and data.

Explore 15 new autonomous driving AI training datasets released in 2024-2025, covering 4D radar, adverse weather, trucks, and novel sensors.

The complete guide of panoptic segmentation in computer vision: the AI technology unifying semantic segmentation & instance segmentation.

Essential CVPR 2025 papers: VGGT's neural 3D, physics-informed learning, and open models every computer vision engineer should know.

Discover why human data annotation continues to power autonomous driving, providing the critical foundation for safe self-driving technology

30 essential 3D LiDAR point cloud datasets for autonomous driving, robotics, agriculture, etc. Find the perfect data resource for your next computer vision project.

This guide breaks down the factors influencing data annotation services pricing, along with common pricing models and market references.

15 key challenges that annotators encounter in 3D point cloud segmentation and how BasicAI's platform effectively addresses each one.

Explore 10 real-world case studies of 3D point cloud annotation projects across industries. Discover proven strategies and expert insights.

This post provides a detailed comparison of the two versions of BasicAI's data labeling platform: open-source Xtreme1 and enterprise version

Artificial intelligence is reshaping traditional agriculture industry. Discover applications and challenges of agricultural data annotation.