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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


Ultimate Guide to Data Annotation Platforms: Build, SaaS, or Private Deployment
[With interactive selection tool] How AI teams choose data annotation platform solution. Compare cost, security, and scale for the right fit

Admon W.
Sep 2110 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


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


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


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


Human Touch Matters: How Data Annotation Brings Large Language Models (LLMs) to Life
Data annotation is being transformed. Check the tasks, importance, and unique features of data annotation for large language models (LLMs).

Admon W.
Jun 26, 20247 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


BasicAI Cloud v1.1: Data Annotation for Large Models Training
BasicAI Cloud is now upgraded to v1.1, with annotation tools and workflows tailored for Generative AI and large language model training.

Admon W.
Jun 13, 20245 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


Preparing Data for YOLO Training: Data Annotation Techniques and Best Practices
In this post, we'll guide you through the process of preparing annotated data for YOLO model training, from labeling to organizing your data

Admon W.
May 23, 20244 min read


Step-by-Step Guide to Implementing YOLO Object Counting | With Code Sample
In this post, we'll guide you through the process of implementing YOLO object counting by focusing on a real-world scenario: road vehicle counting.
Jagger W.
May 23, 20247 min read


Exploring Human-in-the-loop in Machine Learning
Human-in-the-Loop combines human expertise with AI to enhance machine learning accuracy, efficiency, and safety.

BasicAI Marketing Team
May 17, 20246 min read


10 Best Data Annotation and Data Labeling Tools in 2025
Choosing the right data annotation tools can be challenging. In this post, we evaluated 10 leading data labeling platforms on the market.

Admon W.
Apr 26, 202410 min read


How to Find the Right Data Annotation Tools in 2024 and Beyond
In this post, we will provide you with insights and guidance on how to choose data annotation tools that best suit your project's needs

Admon W.
Apr 26, 20248 min read
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