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Datature Blog

Articles on product features, developments, industry trends and best practices.

Learn how to finetune NVIDIA's Cosmos-Reason2 vision-language model on Datature Vi to bring chain-of-thought reasoning to physical AI applications like warehouse automation, enabling robots to not just detect objects but reason about safety, spatial relationships, and physical interactions.

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SAM 3 is Meta’s next-generation segmentation model that shifts from geometric, prompt-based segmentation to concept-level understanding through Promptable Concept Segmentation, enabling open-vocabulary instance detection via text or visual exemplars.

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This article introduces 3D segmentation, partitioning volumetric data into labeled regions for applications in medical imaging, robotics, and more. Focusing on 3D semantic segmentation, it uses the Swin UNETR architecture for brain tumor segmentation as an example. The article covers core concepts, training on the BraTS dataset including MRI normalization, input/output processing, computational challenges, and adapting Swin UNETR for 3D image classification.

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Tutorials

How to Use Annotation Automation to Organize Your Labelling Workforce

MIN READ

April 14, 2023

Our Annotation Automation tool empowers teams to collaborate on annotating large datasets and streamlining the annotation workflow.

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Tutorials

How to Annotate Videos Data on Datature Nexus

MIN READ

April 12, 2023

Videos are now supported on Nexus! Here is a step-by-step guide to our video annotation process so you can easily upload, annotate and analyse your video data.

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Articles

A Historical Breakdown of YOLO: A Landmark Model in Object Detection

MIN READ

March 27, 2023

YOLO is considered a landmark model in object detection due to its fast and accurate detection results, making it a popular choice for various applications

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Articles

Supporting Fully Convolutional Networks (and U-Net) for Image Segmentation

MIN READ

March 17, 2023

We are excited to introduce two new models on Nexus - Fully Convolutional Networks (FCN) and U-Nets, both popular semantic segmentation models.

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User Spotlight

Gardyn Optimizes Plants’ Growth With Datature

MIN READ

March 17, 2023

Datature is proud to support Gardyn's mission to optimize and automate plants’ growth using AI-based techniques.

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Tutorials

Get Started with Training a YOLOv8 Object Detection Model

MIN READ

February 27, 2023

We are excited to support and discuss the development of the latest edition in the YOLO model series: YOLOv8.

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Tutorials

How To Interpret Training Graphs to Understand and Improve Model Performance

MIN READ

February 22, 2023

With sufficiently detailed data and the knowledge to analyze them, users can reduce redundant experimentation and pinpoint improvements for model setup.

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User Spotlight

MacroInsight Builds Clinical Decision Support Systems with Datature

MIN READ

February 17, 2023

Datature is proud to support MacroInsight's mission of revolutionizing healthcare by developing cutting-edge clinical decision support systems!

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Tutorials

Introducing Datature Python SDK and Management REST API

MIN READ

February 14, 2023

Our Python SDK and Management API facilitate developers to code and automate MLOps processes from image upload to model export and deployment.

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