Learn which Microsoft Azure AI service allows you to train custom object detection models using your own image data. Discover how Custom Vision enables building tailored computer vision solutions.
Table of Contents
Question
Which service you should use to train an object detection model by using your own images? Select the correct option.
A. Custom Vision
B. Computer Vision
C. Form Recognizer
Answer
A. Custom Vision
Explanation
Custom Vision is the Microsoft Azure service that allows you to train custom object detection models using your own images. With Custom Vision, you can build, deploy, and improve your own image classification and object detection models that are tailored to your specific use case and image data.
Key points about Custom Vision for object detection:
- Custom Vision allows you to upload and tag your own images to train an object detection model. You can draw bounding boxes around the objects of interest in each image and assign labels to them.
- The service uses transfer learning, leveraging pre-trained deep learning models to enable training effective object detectors with a small amount of data (as few as 30 images per label).
- Custom Vision provides an intuitive web interface, as well as SDKs and APIs, to easily build, train, test, and deploy your custom object detection models.
- Once trained, the model can be exported and integrated into applications to detect and locate objects in new images.
In contrast, Azure’s Computer Vision and Form Recognizer services are not used for training custom object detection models:
- Computer Vision provides pre-built, general object detection capabilities for common objects and scenes, but does not allow training on your own data.
- Form Recognizer is used for extracting text, key-value pairs, and tables from documents like forms and invoices, not for object detection in images.
Therefore, Custom Vision is the go-to Azure service for building custom object detection solutions tailored to your specific domain and image data.
Custom Vision allows you to upload and label your own images to train custom models for object detection and classification tasks. It’s part of Azure’s Cognitive Services and is specifically designed for custom image-related AI models.
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