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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


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


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


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


Comparing BasicAI's Open-Source Xtreme1 and Enterprise Data Annotation Platforms
This post provides a detailed comparison of the two versions of BasicAI's data labeling platform: open-source Xtreme1 and enterprise version

Admon W.
Dec 29, 20249 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


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


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


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


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


Outsourcing Data Annotation: Challenges & Resolutions
This article will introduce the factors that matter when outsourcing data annotation and how BaiscAI can address these challenges.

Claudia Yun
Apr 9, 20247 min read


BasicAI Cloud v1.0: Integrate Your Model with BasicAI Cloud Smart Data Annotation Tools
BasicAI Cloud has updated to v1.0: User Model Integration, Enhanced Polyline Annotation Tool, Rotated Bounding Box, Snap-to-Point Tool

Admon W.
Apr 2, 20246 min read


A Comprehensive Analysis of Text Annotation | with 2024 Trend Insights
If NLP is the crown jewel of AI, text annotation is the polishing wheel. Everything about text annotation: Definition, Types, Tools, Methods

Admon W.
Mar 25, 202416 min read


BasicAI Cloud's New Pricing Plan: Get More Done Faster with 10x Free Model Calls
BasicAI Cloud is rolling out updated pricing plans designed to provide more flexible options for customers with varying needs.

Admon W.
Mar 17, 20246 min read


Is Bad Training Data Hurting Your AI Models: Check for These 10 Issues and How to Avoid Them
Building AI faces numerous data preparation struggles that impact performance. Let's examine 10 common training data pitfalls and solutions.

Admon W.
Mar 5, 20247 min read


Smart Data Annotation: Human Model Coupling is the Name of the Game Now
The increasing demand and difficulties of data annotation catalyze smart data annotation technologies enabled by human-model coupling.

Admon W.
Feb 5, 20247 min read
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