Data Labeling

Data Labeling

3D Point Cloud – What Is It?

3D Point Cloud – What Is It?

What is a 3D Point Cloud? Imagine you're looking at a sculpture — but instead of marble, it's made of […]

Lidar vs Radar: Complete Guide 2025

Lidar vs Radar: Complete Guide 2025

They both “see” the world — but in totally different ways. Lidar sketches every curve and corner in laser-sharp detail. […]

Panoptic Segmentation – Data Annotation Guide

Panoptic Segmentation – Data Annotation Guide

Over the past few decades, computer vision has made remarkable progress. What once involved recognizing simple geometric shapes has evolved […]

3D Cuboid Annotation: Features and Applications

3D Cuboid Annotation: Features and Applications

What is a 3D Cuboid? A 3D cuboid is a volumetric bounding box in the shape of a rectangular prism […]

What is Text Annotation?

What is Text Annotation?

1. Introduction: What is Text Annotation? Ever tried reading an ancient script with no translation? The symbols look interesting, but […]

The Art and Science of Data Collection for Machine Learning: A Comprehensive Guide

The Art and Science of Data Collection for Machine Learning: A Comprehensive Guide

Introduction In the realm of machine learning (ML), data is the driving force that shapes intelligent systems. Much like how […]

What is Image Segmentation?

What is Image Segmentation?

Image segmentation is a pivotal process in computer vision that involves partitioning an image into distinct regions or segments. Each […]

Mastering Audio Transcription: Tools, Techniques, and AI-Powered Innovations

Mastering Audio Transcription: Tools, Techniques, and AI-Powered Innovations

Audio transcription is the backbone of many modern workflows, transforming spoken words into text to make content accessible, searchable, and […]

15 Best Data Annotation Tools of 2025

15 Best Data Annotation Tools of 2025

In the ever-evolving landscape of Machine Learning (ML) and Artificial Intelligence (AI), quality data is king. The performance of models, […]

What is iBeta certification?

What is iBeta certification?

iBeta Certification Definition Imagine a world where your face, voice, or fingerprint unlocks everything from your phone to your bank […]

Annotating with Polygons: Best Practices

Annotating with Polygons: Best Practices

Polygon annotation is a cornerstone of computer vision (CV), used for marking objects with precise boundaries. This technique enables machine […]

Annotating With Bounding Boxes – Best Practices

Annotating With Bounding Boxes – Best Practices

Introduction to Bounding Box Annotation Bounding box annotation is foundational to computer vision projects that rely on accurately identifying and […]

Image Classification in Machine Learning: A Complete Guide

Image Classification in Machine Learning: A Complete Guide

In our increasingly digital world, image classification stands out as a foundational technology that enables machines to understand and interpret […]

What is Semantic Segmentation?

What is Semantic Segmentation?

Image segmentation is a core task in computer vision that involves dividing an image into multiple segments or regions, typically […]

Semantic vs Instance Segmentation: All the Differences

Semantic vs Instance Segmentation: All the Differences

In the rapidly advancing field of computer vision, image segmentation plays a pivotal role in enabling machines to understand and […]

What is Training Data? – A Complete Guide 2024

What is Training Data? – A Complete Guide 2024

Why is Training Data Important? Training data is the foundation of Machine Learning (ML) models. Without good-quality training data, even […]

Data Labeling vs. Data Annotation: Everything You Need to Nnow

Data Labeling vs. Data Annotation: Everything You Need to Nnow

Data labeling and data annotation might sound similar, but they play different roles in making smart computer programs. In this […]

Keypoint Annotation: a Comprehensive Guide

Keypoint Annotation: a Comprehensive Guide

Ever wondered how machines can recognize faces, estimate human poses, or detect objects with pinpoint accuracy? The answer lies in […]

Automated Data Annotation – Complete Guide

Automated Data Annotation – Complete Guide

Introduction to Data Annotation Data annotation is one of the greatest achievements in machine learning (ML) as of late. It's […]

Markup cases in CVAT #1: find the differences

Markup cases in CVAT #1: find the differences

Hello, dear readers! My name is Alina and I work as an operations manager at Training Data, a data mining and markup company. I lead markup projects, and thanks to...

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