Image Data Collection for Computer Vision

Computer Vision models depend on 2 major components: sufficient data and accurate annotation. They mitigate most of the machine learning bias that exists. Our global Crowd brings representation and accuracy to your models.

Image Data Collection for Computer Vision Banner

What is Image Collection?

Image collection is the first step in any machine learning project that depends on a visual data. Computer Vision solutions like facial recognition or object detection require a large amount of image training data. A lack of diversity or high quality images can limit the effectiveness of solutions across environments and context. Adding diversity to your dataset will help overcome these challenges and help you pass your competition.

Why MarsCrowd?

A Crowd of

Trained Specialists

A Crowd of

Languages

A Crowd of

In-House Linguists

Image Data Collection in Action

When we work together on a project, you can expect a seamless process for delivery. Image collection can be broken down into 5 general steps from the selection of image data parameters to the delivery of image data according to your requirements. The overall goal is to provide training data that will boost your machine learning models. The process looks something like the model below:

Tokenization

Training of

classification model

Text Data Collection for Machine Learning Process

Text data collection

Design of

feature extractors

Performance evaluation & visualization

How Does Image Collection Work?

For all image data collection projects, we work with you to define the parameters for the images you need. We assign an entire team comprised of a project manager, resource manager, and QA lead to ensure that our resources are able to collect data that will get the most out of your models.
When it comes to the collection of image data, we rely on a global Crowd spread over 50 countries and capable of providing the representation needed for your datasets. We have an in-house QA process to ensure that you are getting curated data sent back. When you work with us, you have a team that can take your solutions all over the globe.

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