top of page


Data Annotation Strategies for Lightweight Computer Vision in Edge AI
How to annotate data for lightweight edge AI computer vision models: task choices, label design, and tools tuned for real-world deployment

Admon W.
Nov 3010 min read


Synthetic Data in Computer Vision Annotation: Foundations, Applications, and Strategies
How AI teams use combined synthetic and real data to scale computer vision, reduce data labeling cost, and improve the model robustness.

Admon W.
Nov 209 min read


Quality Metrics for Computer Vision Data Annotation: Beyond mAP and IoU
Learn about 18 quality metrics for computer vision data annotation, covering accuracy, consistency, completeness, and workflow efficiency.

Admon W.
Nov 1011 min read


8 Elements to Cover in Your 3D LiDAR Point Cloud Data Annotation Guidelines
A practical, eight-part framework to write clear 3D LiDAR point cloud data annotation guidelines. Produce consistent, production-grade data.

Admon W.
Nov 211 min read


3D LiDAR Data Annotation Market 2030: A Global, Ground‑Truth Report
3D LiDAR data annotation market analysis: growth outlook, ecosystem, key players, tech trends, policy shifts and strategies for stakeholders

Admon W.
Sep 2612 min read


15 Applications of Computer Vision AI in Sports: Real‑world Cases and Datasets
15 computer vision AI applications in sports, from tracking to officiating. 5 datasets and guidance on building high‑quality training data.

Admon W.
Sep 1210 min read


ADAS Clearly Explained: Functions, Algorithms, Sensors, and Data
Comprehensive guide to ADAS: sensors, perception algorithms and data annotation. Covers 11 key functions from FCW to APA with implementation tips.

Admon W.
Aug 2511 min read


Autonomous Delivery Robots: Concepts, Evolution, and Technologies Behind
This blog post covers the evolution, technology, and applications of delivery robots, with a focus on the perception algorithms and data.

Admon W.
Aug 149 min read


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

Admon W.
Jul 1810 min read


Panoptic Segmentation Explained: Everything You Need to Know in 2025
The complete guide of panoptic segmentation in computer vision: the AI technology unifying semantic segmentation & instance segmentation.

Admon W.
Jul 911 min read


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

Admon W.
Jun 2710 min read


How Human Data Annotation Powers Autonomous Driving
Discover why human data annotation continues to power autonomous driving, providing the critical foundation for safe self-driving technology

Admon W.
Jun 206 min read


30 Curated 3D LiDAR Point Cloud Datasets Across Multiple Industries
30 essential 3D LiDAR point cloud datasets for autonomous driving, robotics, agriculture, etc. Find the perfect data resource for your next computer vision project.

Admon W.
Apr 2813 min read


15 Common Challenges in 3D Point Cloud Segmentation and How BasicAI Tackles Them
15 key challenges that annotators encounter in 3D point cloud segmentation and how BasicAI's platform effectively addresses each one.

Admon W.
Feb 238 min read


3D LiDAR Point Cloud Data Annotation: 5 Key Concepts for Success (Free Download)
This guide will walk you through the essentials you need to succeed in 3D LiDAR point cloud data annotation. [Download complete guide free]

Admon W.
Oct 30, 20245 min read


Enhancing Architecture and Engineering with Precision: The Power of High-Quality LiDAR Annotation
Explore the power of LiDAR annotation in architecture and engineering. Learn how BasicAI's expert services drive project success.

Claudia Yun
Sep 13, 20246 min read


Mastering Geospatial Annotation: Techniques, Challenges, and Impactful Applications
Geospatial annotation is transforming industries by providing precise geographic data for urban planning, agriculture, and so on.

Claudia Yun
Aug 19, 20247 min read


Into Point Clouds: A Complete Guide on 3D LiDAR and LiDAR Annotation
Explore LiDAR's features, data types, algorithms, and how to conduct LiDAR annotation to create training datasets for various 3D algorithms.

Admon W.
Jul 22, 202413 min read


What is Image Classification? A Complete Explanation
Image classification is important in the ML and CV fields. This article will give you a comprehensive understanding of it.

Claudia Yun
Jun 13, 20249 min read


YOLO Object Detection Algorithms 101: Part 1
What is YOLO? How Does YOLO Object Detection Work? The Evolution of YOLO: From v1 to v13. Real-World Applications of YOLO (You Only Look Once) models

Admon W.
May 23, 202416 min read
bottom of page

