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Diverse, affordable and unbiased synthetic data, perfectly labeled to train smarter computer vision models.
Unlock the potential of computer vision models with a massive, custom, diverse dataset.
Generated by Unity
Unity’s computer vision experts will build a dataset for you.
What you get:
- Upfront consulting for tailored dataset generation
- Tiered pricing that makes large datasets affordable
- Iterations with our engineering team to ensure dataset fit
Generated by you
Use your Unity skills to build your own dataset.
What you get:
- Free access to the Unity Perception SDK and our tutorials
- An extensible library of labeling and randomization tools
- The option to purchase services to help with asset creation
Perfectly labeled
Synthetic images come pre-labeled and annotated, reducing the potential for human error.
Privacy compliant
Synthetic images are machine-generated images and 100% privacy compliant.
Unlimited data diversity
Generate training data capturing edge-case scenarios, what-if situations, environmental variations and more.
Up to 80% cost savings
Generate massive datasets without breaking your budget, at a fraction of the cost of real-world data collection.
Up to 30x faster model development
Shorten training iteration cycles and accelerate deployment of computer vision models.
Up to 30% more accurate detections
Training with purely synthetic images or augmenting with a small sample of real images greatly improves your model performance.
Customizable annotations
Customize the method of labeling that your application requires, from simple bounding boxes to complex semantic annotations impossible to obtain through manual labeling.
Randomizable parameters
Vary every aspect of your scene including lighting, background objects, camera specifications, occlusions, and more to build a robust training dataset that is performant under real conditions.
Neural Pocket boosts computer vision model performance
Learn how AI startup Neural Pocket used Unity Computer Vision to significantly reduce computer vision model development costs (from $150,000 to $6,750) and time to deployment (from 24 weeks to 1 week).
“Unity’s computer vision tools enable us to work more quickly and cost-effectively. As a result, we can train and deploy our computer vision models at a fraction of the typical time and cost.”
Teaching robots to see with Unity
Empower your robots to accurately pick up an object without explicit knowledge of the object’s location. See how to collect synthetic data and train a deep learning model to predict the pose of a given object.
Myriad use cases enabled by synthetic data
Synthetic data is helping many organizations to overcome the challenge of acquiring labeled data for training machine learning models. Discover the breadth of use cases it enables.
Generate and analyze synthetic data at scale
Learn how to use tools from Unity to generate and analyze synthetic datasets with an illustrative example of object detection.
Train object detection model with synthetic data
Discover how you can generate a massive synthetic dataset to train your machine learning models.
Can you find Waldo using synthetic data?
See how Unity’s Perception package was deployed to create Waldo-like images for training a neural net, which was then trained using the fastai library.
Create synthetic images for deep learning
Follow this tutorial to learn how to set up Unity and the Unity Perception package to create synthetic images that train neural nets in deep learning, AI and computer vision.
Synthetic aided computer vision algorithm development
See how Standard Cognition used Unity to reduce the financial costs and algorithm development time for data collection and labelling in their digital checkout system.
Check out Unity’s AI and machine learning products and learn how they can help you solve diverse problems.
Robotics Simulation
Prototype, test and train your robots in high-fidelity, realistic simulations before deploying them to the real world.
Unity Simulation
Harness the power of the cloud to run millions of simulations to generate training data for machine learning, test and validate AI algorithms, or evaluate and optimize modeled systems.
Unity Machine Learning Agents (ML-Agents)
Create intelligent, responsive agents with a toolkit leveraging deep learning technology.
Generate large-scale synthetic datasets to accelerate computer vision training
We don’t have Unity developers. Can we use Unity Computer Vision?We have Computer Vision and Unity experts who can generate synthetic datasets for your projects. Please contact us for pricing.
How much does it cost?
We offer tiered pricing; the more synthetic images you need, the lower price you pay per image. Please contact us for pricing.
When can I use synthetic training data?You can use synthetic training data when:
- You have only a small sample set of real-world data. In this case you can augment your real-world data with a large amount of synthetic data generated by Unity Computer Vision and boost your model performance
- You are not able to collect the right real-world data for your project. In this case you can use Unity Computer Vision to generate high-quality labeled synthetic images and bootstrap your models with purely synthetic data.
If you have Unity expertise, you can build your own datasets with our tools for free.
Bring your vision to life with Unity’s industry-leading Create Solutions, and grow a successful business with Operate Solutions that work with any game engine.
Bring your game to life
Game developers are propelling their creations into the future, through the power of interactive, real-time 3D.
Reach the most players, wherever they are, by building your game across all major mobile, console, PC, AR, VR, and web platforms.
Console and PC Games
If you're building for Xbox, Playstation, Nintendo or PC, Unity offers you rich visual fidelity, artist-friendly tools, and delivers ultimate performance.
Mobile games
Unity has everything you need to create, launch and monetize your games for all Apple iOS and Google Android devices.
Instant Games
With Unity, build instant games that are smaller, lighter and faster than ever before.
AR and VR Games
Our flexible real-time tools offer unlimited creative possibilities.
“Unity’s technology enables us to focus on delivering the beloved League of Legends experience to as many players across as many platforms as possible. We want to meet our players where they are, and Unity’s world-class tools and platform optimization help us achieve that.”
“Unity is fully featured, with something like 1,000-plus engineers behind it, which lets us focus on game development, not time-consuming engine-building and maintenance.”
Unity This.transform
“Unity’s extensibility and its wide third-party ecosystem allowed us to get up and running with our Lua integration quickly and easily”
“We want to focus our effort on building a great game that brings people together. With Unity for game development and Multiplay hosting the game, we’re focused on the fun.”
“Unity was key for building and launching Last Day on Earth. And it’s our most successful game to date. As for the future, our new projects will be daring as always!”
“Unity went a step above simply helping us solve issues: they offered guidance that allowed us to be proactive so our time was spent on the work that really mattered!”
Express your creativity without limitations using our ecosystem of high-quality creator tools and extensive support.
Bolt Visual Scripting
Bolt brings complete visual scripting to Unity, empowering artists, designers and programmers to create gameplay mechanics and interactive systems without writing a single line of code.
Artist tools
What’s new for artists and designers in Unity? Explore all the latest artists tools that Unity offers, as well as the tried-and-true staples that have made Unity the premier game building platform for all artists and game creators.
Programmer tools
Learn what’s new for developers in Unity, including major updates to DOTS, improved version control, Configurable Enter Play Mode, serialization improvements, Physics updates and more.
Our ecosystem of tools
Unity’s real-time game development platform lets artists, designers and developers work together to create amazing immersive and interactive experiences.
Your success is our success
As your extended team, you can count on us to be there to gameplan your next big hit – and if the unexpected happens, we’re in it with you for the long-haul. Our solutions span the entire lifecycle and, paired with world-class success services, you can avoid risk, accelerate development, and increase your efficiency.
As partners, we can create the extraordinary.
Easily expand your toolkit
Leverage third party solutions to speed up development, create at scale, and operate your business thanks to Unity's flexibility, extensibility, and company-endorsed Verified Solutions Partners(VSPs). You can also take advantage of our Asset Store's massive catalog of third party tools, templates, and game assets.
Run live games that build intelligent, long-term relationships with each of your users at scale, and keep them engaged.
Bring players together at scale
Deliver the best multiplayer experience for your players with battle-tested services, from game server hosting and matchmaking to in-game communications.
Simplify your game backend
Track players and stats across devices, create leaderboards that entertain your players, manage your economy and catalog, track virtual currencies, and so much more, with a comprehensive and ready-to-use backend system.
Keep your players playing
Build intelligent, long-term relationships with your players with machine learning capabilities, ready-to-use deep analytics, and an advanced segmentation, messaging, and content management system – so you can deliver the right content to each player in your game.
Increase revenue and player LTV
Ensure your game reaches your audience and drives revenue, without compromising player experience. Unity provides support with everything from game distribution across multiple stores to orchestrating activities from initial download to loyal player.
More functionality and resources to power your games.
Unity Plus
Unity This
Small businesses and serious hobbyists get more functionality and training resources to power up their projects.
Unity Pro
Complete solution for professionals to create and operate successful games.
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Unity Enterprise
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Success at scale for large studios with ambitious goals.