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Apps 2021-04-05

Datature

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Computer vision apps with auto-label and model eval.

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Datature is a comprehensive AI vision platform that enables teams and enterprises to efficiently build computer vision applications without code. The platform consists of three components: Nexus, IntelliBrush, and Portal.

Nexus is the core platform which allows users to collaborate, annotate, train, and deploy multiple computer vision models on a single no-code platform.

IntelliBrush is an AI-assisted labelling tool that enables users to quickly and easily create pixel-perfect annotations with a few clicks. Portal is a free open source platform which allows users to upload their model and drag and drop test images to evaluate performance and accuracy.Datature offers a variety of features and solutions to help global companies and teams launch computer vision products faster and better.

This includes onboarding, managing, and keeping track of datasets and users, as well as compatibility with all model formats, rich open source community, seamless connection with Nexus, industry tested algorithms, and market validated insights.

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Datature was manually vetted by our editorial team and was first featured on February 21st 2023.

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Pros and Cons

Pros

No-code platform

Collaborative platform

Builds multiple computer vision models

Efficient dataset and user management

Open source community

Industry tested algorithms

Validated market insights

Plug and Play Solution

Customised integrations

Compatible with all model formats

Free model performance and accuracy testing

Rich training resources

Interactive model evaluation

Various annotation tools available

Supports all image formats

S3 bucket compatibility via API

Hyperparameter tuning available

Automatic Image Augmentations

API integration

Export models feature

Leverages cloud infrastructure

Responsive support

Best-in-class security standards compliance

Cons

Lack of integration details

No explicit privacy policies

Complex interface

Hardware augmentation limitations

Limited image formats acceptance

Insufficient tutorials

Restrictions on API integration

Overwhelming project management features

Q&A

What is Datature

Datature is a comprehensive AI vision platform that helps teams and enterprises build computer vision applications without any need for coding. The AI vision platform enables efficient development of computer vision products to help global companies launch their products faster and better. Datature manages, keeps track of datasets and users, and is compatible with all model formats.

What are the components of the Datature platform?

The Datature platform consists of three components: Nexus, IntelliBrush, and Portal. Nexus is the core platform for collaboration, annotation, training, and deploying multiple computer vision models. IntelliBrush is an AI-assisted labelling tool for creating annotations. Portal is an open-source platform that allows users to upload their model and test images for evaluating their performance and accuracy.

What is the function of Nexus in the Datature platform?

In Datature, Nexus serves as the core platform, where users can collaborate, annotate, train, and deploy multiple computer vision models on a single no-code platform. It allows users to work together, label datasets, create AI models, and implement them, all in one place, thus enhancing efficiency.

What is IntelliBrush and how does it work in Datature?

IntelliBrush is a part of Datature that provides AI-assisted labelling. It’s a tool that enables users to quickly and accurately create pixel-perfect annotations with just a few clicks, without needing any training, thus accelerating the data labelling process, which is usually a time-consuming task in AI model development.

What is the function of Portal in the Datature platform?

Portal, a component of the Datature platform, is a free and open-source platform that users can utilize to upload their AI models and drag and drop test images in order to evaluate the model's performance and accuracy. This allows for quick and easy testing of the models without additional coding or software.

How does the Datature platform help in managing datasets and users?

Datature has robust features that help in managing datasets and users efficiently. It allows users to onboard and manage their datasets as well as users in a streamlined manner on a single platform. This aids in maintaining an organized and efficient workflow, resulting in accelerated deployment of computer vision applications.

Which model formats are compatible with the Datature platform?

Datature platform is designed with a feature of compatibility with all model formats. This means that irrespective of the type or format of the model, it can be easily integrated and worked upon in the Datature platform. This feature adds to the versatility of the platform, making it viable for a wide range of computer vision applications.

Does Datature offer customised integrations?

Yes, Datature does offer customized integrations. This feature enables seamless integration of Datature's resources and functionalities into an enterprise's existing materials and infrastructures. This aspect can lead to highly responsive support and best-in-class security, making it a trusted option for companies.

What is meant by 'No-code MLOps platform'?

'No-code MLOps platform' in the context of Datature means that the platform allows teams and enterprises to manage, annotate, train, and deploy multiple computer vision models without the need for coding. It allows non-technical users to easily create, manage and deploy complex AI models.

How does Datature aid early stage startups with their computer vision projects?

Datature aids early stage startups by allowing them to launch their computer vision products faster with powerful features. The platform is scaleable, meaning the pricing scales with the growth of the startup. This enables early-stage startups to make use of sophisticated AI tech in a cost-effective manner.

How is Datature helpful for high growth companies?

Datature offers a comprehensive solution for high growth companies by providing an all-in-one MLOps platform for managing projects and team members involved in annotations, model training, and deployment. This way, it eradicates the need for multiple disparate tools, providing efficient management of workflows.

Which industries can benefit from using Datature's AI vision platform?

Several industries can benefit from using Datature's AI vision platform including Pharmaceutical & Healthcare, Retail & E-commerce, Smart City, Utilities & Energy, Agriculture, and Manufacturing & Construction. The computer vision applications developed using Datature can be utilized for a diverse range of use cases relevant to these industries.

What are the pricing options for Datature?

Datature offers different pricing options based on the needs of the researchers, academia, early-stage startups, high-growth companies, and enterprises. Detailed information about pricing is available on their website, under the 'Pricing' section.

How does Datature support model evaluation?

Datature supports model evaluation through its component, Portal. Users can upload their model and drop test images onto the Portal. This enables them to visualize model performance and accuracy, providing them with insights to further improve and fine-tune their models.

What does 'Drag and drop images to visualise computer vision models' mean in the context of Datature?

'Drag and drop images to visualize computer vision models' in the context of Datature, refers to a feature available in the Portal where users can upload their model and simply drag and drop test images to evaluate and visualize the performance and fidelity of their computer vision models.

Can Datature help in accelerating data labelling?

Yes, Datature can help in accelerating data labelling through its IntelliBrush tool. IntelliBrush is an AI-assisted labeling tool that enables users to create pixel-perfect annotations swiftly and easily with a few clicks. It accelerates the usually time-consuming task of data labelling, thus simplifying the image annotation process.

Does Datature provide API for model deployment?

Yes, Datature provides API for model deployment. Users can deploy their models and scale their applications using Datature's reliable global cloud infrastructure. This allows users to integrate the models into their existing applications seamlessly, irrespective of the tech stack they use.

What benefits does Datature provide for developers?

Datature provides a range of benefits for developers. It offers extensive documentation explaining how the platform works and can be utilised, a community forum to ask questions and share knowledge, and a library of open-source scripts from experts to accelerate AI vision development. Moreover, it supports seamless API integration, allowing developers to easily implement Datature resources and capabilities into their existing systems.

What type of support does Datature provide for their users?

Datature provides multiple types of support to their users. For sales-related queries, they offer a team for customers to schedule a call with. For issues related to products, a free 30-minute consultation with the engineering team is available. Also, for general queries, a customer success representative is available online from 9 am to 9 pm (GMT+8).

Does Datature offer any free trials or plans?

Yes, Datature offers a free trial. Users can get started building for free with up to 500 images with unlimited annotations and up to 300 minutes of GPU training. It also provides slack and email support from its engineers and product managers during the trial period.