An Introduction to 5 Types of Image Annotation

Looking for information on the different image annotation types? In the world of AI and machine learning, data is king. Without data, there can be no data science. For AI developers and researchers to achieve the ambitious goals of their projects, they need access to enormous amounts of high-quality data. In regards to image data, one major field of machine learning that requires large amounts of annotated images in computer vision.

Table of Contents

1. What is Computer Vision?
2. What is Image Annotation?
3. Common Image Annotation Types
4. 2D Bounding Boxes
5. 3D Bounding Boxes / Cuboids
6. Polygons
7. Lines and Splines
8. Semantic Segmentation

#machine learning #ai #artificial intelligence #data science #ml #computer vision #datasets #training data #data annotation

What is GEEK

Buddha Community

Best Image Annotation Services for Machine Learning AI Companies

Image Annotation with Best Quality
Excellence remains the prime focus of our dedicated team working 24X7. We follow a strict quality process while image annotating and pictures to ensure no compromise with quality at any level. Thereby, enabling our clients to possess unique, secure and high ended data.

Security of Data at Each Level
Maintaining full data security and confidentiality is our priority. The dedicated team ensures no breach of data at any given point. Your data remains safe with us before, during and after delivery of the requisites.

Content Moderation Services
Easily accessible online social platforms are allowing audiences to freely express their feelings and words towards a particular product, company, service or any specific community. Such good or bad content needs to be monitored before it becomes live on your website. Content moderation service protects websites from inappropriate content that may affect the reputation of your company.

#image annotation #image annotation services #image annotation pricing #annotate images #image recognition services #content moderation services

An Introduction to 5 Types of Image Annotation

Looking for information on the different image annotation types? In the world of AI and machine learning, data is king. Without data, there can be no data science. For AI developers and researchers to achieve the ambitious goals of their projects, they need access to enormous amounts of high-quality data. In regards to image data, one major field of machine learning that requires large amounts of annotated images is computer vision.

What is Computer Vision?

Computer vision is one of the biggest fields of machine learning and AI development. Put simply, computer vision is the area of AI research that seeks to make a computer see and visually interpret the world. From autonomous vehicles and drones to medical diagnosis technology and facial recognition software, the applications of computer vision are vast and revolutionary.

Since computer vision deals with developing machines to mimic or surpass the capabilities of human sight, training such models requires a plethora of annotated images.

What is Image Annotation?

Image annotation is simply the process of attaching labels to an image. This can range from one label for the entire image or numerous labels for every group of pixels within the image. A simple example of this is providing human annotators with images of animals and having them label each image with the correct animal name. The method of labeling, of course, relies on the image annotation types used for the project. Those annotated images, sometimes referred to as ground truth data, would then be fed to a computer vision algorithm. Through training, the model would then be able to distinguish animals from unannotated images.

While the above example is quite simple, branching further into more intricate areas of computer vision like autonomous vehicles requires more intricate image annotation.

What are the Most Common Image Annotation Types?

Wondering what image annotation types best suit your project? Below are five common types of image annotations and some of their applications.

1. Bounding Boxes

For bounding box annotation, human annotators are given an image and are tasked with drawing a box around certain objects within the image. The box should be as close to every edge of the object as possible. The work is usually done on custom platforms that differ from company to company. If your project has unique requirements, some companies can tweak their existing platforms to match your needs.

#image-annotation #artificial-intelligence #computer-vision #ai #machine-learning

Laravel 7/6 Image Validation

In this image validation in laravel 7/6, i will share with you how validate image and image file mime type like like jpeg, png, bmp, gif, svg, or webp before uploading image into database and server folder in laravel app.

https://www.tutsmake.com/image-validation-in-laravel/

#laravel image validation #image validation in laravel 7 #laravel image size validation #laravel image upload #laravel image validation max #laravel 6 image validation

how to integrate CKEditor in Django

how to integrate CKEditor in Django

Welcome to my Blog, in this article we learn about how to integrate CKEditor in Django and inside this, we enable the image upload button to add an image in the blog from local. When I add a CKEditor first time in my project then it was very difficult for me but now I can easily implement it in my project so you can learn and implement CKEditor in your project easily.

how to integrate CKEditor in Django

#django #add image upload in ckeditor #add image upload option ckeditor #ckeditor image upload #ckeditor image upload from local #how to add ckeditor in django #how to add image upload plugin in ckeditor #how to install ckeditor in django #how to integrate ckeditor in django #image upload in ckeditor #image upload option in ckeditor

Laravel 7/6 Image Upload Example Tutorial

Laravel image upload example tutorial. Here, i will show you how to upload image in laravel 7/6 with preview and validation.

Before store image into db and folder, you can validate uploaded image by using laravel validation rules. as well as you can show preview of uploaded image in laravel.

Image Upload In Laravel 7/6 with Validation

Image upload in laravel 7/6 with preview and validation. And storage image into folder and MySQL database by using the below steps:

Install Laravel Fresh App
Setup Database Details
Generate Image Migration & Model
Create Image Upload Route
Create Image Controller
Create Image Upload and Preview Blade View
Start Development Server

https://www.tutsmake.com/laravel-7-6-image-upload-with-preview-validation-tutorial/

#laravel 7 image upload example #laravel upload image to database #how to insert image into database in laravel #laravel upload image to storage #laravel image upload tutorial #image upload in laravel 7/6