Data labeling software is crucial in developing artificial intelligence (AI) systems. It is designed to label and annotate data in a consistent and standardized manner, just like in a commonly known video and image annotation tool.

This software is essential for training machine learning models. By providing a user-friendly interface, these software tools allow annotators to efficiently label large amounts of data in various formats, including images, videos, audio, and text. This results in high-quality, accurately labeled training datasets, which are crucial for building robust and accurate AI models. Data labeling software helps reduce the risk of errors and improve the accuracy of machine learning models, making it an essential tool in a wide range of industries.

What Is Image and Video Annotation?

Image and video annotation is the process of labeling and highlighting parts of images and videos that are important. This information is used to train computer vision algorithms and improve how pictures and videos are understood by showing what is going on in the content. Labeling objects, pointing out exciting parts, and adding contextual information like captions and tags are the different ways to annotate.

Best Data Labeling Software

Several data labeling software options are available on the market, each with its features and benefits. Some of the best data labeling software include:

1. Keylabs

Keylabs is the proprietary state of the art annotation platform from Keymakr that was officially launched in January 2022.

Keymakr started in 2015 because there was a need for high-quality training data that was relatively inexpensive for computer vision-based AI. The world of technology and artificial intelligence is getting bigger, and Keymakr has the chance to help shape it. The goal of Keymakr is to help create and shape better technology. They think that the performance of any artificial intelligence is only as good as the data used to train it and that it always starts with a human touch. And when done right, data annotation has no limits on what it can do.

Key Services

• Video Annotation Platform: They focus on annotating videos and ensuring your machine learning models always have high-quality data. Their platform lets you do complicated things like track objects across multiple videos and set up a hierarchy of attributes. Marking up video frames with bounding boxes, points, lines, polygons, and lines with more than one segment lets them process videos of any size.

• Image Annotation Platform: As they have the best image annotation tool, they create data of the highest quality and back it up with excellent customer service. They help you figure out what the best plan for your project is. They guarantee excellent results using high-tech tools and professional annotators who work in-house.

• Data Collection: You no longer have to crawl the web, manage a large group of workers, or contact each data vendor yourself. They gather the information for you. They'll make it in their studio if the data doesn't exist yet.

• Data Creation: They make image and video data based on what you want. Custom dataset labeling gives AI developers more power by letting them choose and get the image and video data their models need.

Keylabs is a data labeling software and image annotation tool built by experts in the field. It boasts an advanced task distribution system that suits teams of any size. This platform supports videos of any length and has features that speed up the annotation process, such as video interpolation.

This allows annotations to be carried over from one frame to the next, ensuring consistency and reducing the time and effort required for annotation. With its ability to track objects through multiple frames, Keylabs streamlines the data labeling and annotation process. This makes it an ideal solution for organizations looking to improve their data labeling and annotation processes.

Advantages

• Fast and efficient data labeling and annotation process

• User-friendly interface with a great user experience (UX)

• Supports a variety of export formats

• High degree of customization

Disadvantage

• Not available for free.

While Keylabs may not be free, you can still try it out! Sign up for a free trial with Keylabs to see how efficient and user-friendly it is. If you're looking for a more basic tool, check out CVAT, a free simple data labeling tool available at https://cvat.org. Regardless of your needs, there's a solution out there to help streamline your data labeling process.

Frequently Asked Questions

• Is it possible to convert our image or video annotation export to our desired format?

Yes, and the annotation platform, Keylabs, makes it easy to do this. Some minor changes might be needed for your own format, though. It will be easy for the technical team to handle.

• Can my image or video annotation project export a bitmask annotation as a polygon?

Yes, as they've already said, Keylab's annotation platform lets us change the project settings on the fly, so it's easy to change the bitmask annotation to a polygon.

• Could we cut the video in our annotation project by splitting it into a couple of second clips, or should we follow a particular procedure to cut the video?

Yes, they do support the splitting of clips, and you can also put the movies back together if you need to.

Unlock the full potential of your data labeling process with Keylabs. And now, you have the opportunity to enjoy an exclusive offer: use TechTimes and receive 1 month of Keylabs platform access or 1 month of Keylabs annotation services with a 10% discount. Don't miss out on this chance to experience the efficiency, customization, and user-friendly interface of Keylabs. Sign up now!

2. Labelbox

Labelbox is an integrated platform that lets you create and manage high-quality training data in one place. It also has powerful APIs that help your production pipeline. It's a powerful image annotation tool that can be used to segment and find objects in images and classify images.

When every pixel is essential, you need image segmentation tools that are accurate and easy to use. You can change the tools to make them work for your specific use case. For example, you can add custom attributes and more.

The powerful video labeling platform editor is for computer visuals. Label right on the 30 FPS video with a frame level. Labelbox also gives you analytics for each frame, which lets you make faster models.

Training data for natural language intelligence has always been challenging to make. But with quick and flexible classification, you can label text strings, conversations, paragraphs, or documents quickly and easily.

Features

• Human-in-the-loop

• Labeling Automation

• Labeling Quality

• Performance Tracking

• Polygon, Rectangle, Line, Point

• Data Labeling Software Development Kit

• Supports Audio Files

• Task Management

• Team Collaboration

• Training Data Management

3. Dataloop

Dataloop is one of the best image annotation tools. They also have a video annotation tool that helps businesses in retail, robotics, media, agriculture, and other fields to create training datasets, manage data workflows, and run production models to speed up vision AI. Supervisors can give tasks or jobs to team members and project contributors using productivity matrices and time calculations.

Dataloop lets businesses classify certain scenes, whole clips, and single frames and duplicate annotations between image sequences on a single platform. Embedded validation and quality tools can help organizations make it easier for data managers, annotators, and engineers to talk to each other.

Businesses can use Python SDK and REST API to create plugins and build event-driven automation pipelines. Managers can also use sorting and filtering to put items that need to be reviewed or annotated at the top of the list.

Organizations can use Dataloop to manage, upload, and export query data, look at annotations, and set up QA workflows to ensure the data is correct. Administrators can also learn more about how productive their staff is by tracking how long each label, dataset, and action takes.

Features

• Machine Learning Pre-Labeling

• Automatic Routing of Labeling

• Image Segmentation

• Object Detection

• Object Tracking

• Data Types

• Model Training

4. V7 labs

V7 labs is a computer vision development framework that helps teams make products that annotate images and videos from start to finish. The company started in 2018 under its CEO Albert Rizzoli and CTO Simon Edwardson. It is based in London, United Kingdom.

Managing datasets at ground truth can be done with an easy-to-use user interface (UI) or sophisticated API connections. V7 offers configurable workflow stages to customers and keeps crowdsourcing going with hundreds of annotators. In less than a year, they semi-automatically labeled more than 1,000 photos and used video segmentation to organize datasets.

The Darwin Platform from V7 Laboratories has an automatic image annotation tool and neural network training with active learning, which makes pixel-perfect annotation ten times faster than standard methods. This makes it easier for teams to work together and see what they are doing. It has made the labeling process faster and more accurate. It also makes it easy to meet the needs of users who need strict compliance and compatibility. The framework is easy to use because it has active documentation that tells you about each toolkit.

Features

• Machine Learning Pre-Labeling

• Automatic Routing of Labeling

• Image Segmentation

• Object Detection

• Object Tracking

• Data Types

• Named Entity Recognition

5. Cloudfactory

CloudFactory is an image labeling platform that leverages the combination of people and technology to offer unparalleled workforce solutions. As a global leader in this field, CloudFactory provides a wide range of services, including data preparation for machine learning and optimization of business processes. Their team of highly skilled and experienced data analysts is dedicated to providing top-quality results for their clients, who come from diverse industries and are among the most innovative companies in the world.

CloudFactory aims to create meaningful work for one million talented people in developing nations. Their company operates on the principle that everyone deserves the opportunity to earn, learn, and serve their way to become leaders worth following. This is why their team works tirelessly to process millions of tasks daily, providing their clients with the results they need to succeed.

At CloudFactory image annotation tool, they understand that their success is directly tied to the success of their clients. That's why they are committed to delivering results that meet and exceed their expectations. Their team is equipped with the latest technology and best practices, ensuring they consistently provide high-quality and accurate results. With a focus on innovation and a commitment to excellence, CloudFactory is the company you can trust for your workforce solutions.

Features

• Machine Learning Pre-Labeling

• Image Segmentation

• Object Detection

• Object Tracking

• Data Types

Data labeling software like Keylabs is the missing piece to the AI puzzle. With its user-friendly interface, annotators can effortlessly label and annotate vast amounts of data, including images, videos, audio, and text, with speed and accuracy.

The software weaves its magic by enforcing consistency and standardization, resulting in machine-learning models that are robust, precise, and ready to tackle any challenge. Data labeling software is the secret ingredient for AI success and used by top industry performers to create models that never miss the mark. So, what are you waiting for? Get ready to elevate your AI game with the power of data labeling software!