duality-robotics (Duality AI)

posted an update 6 days ago

Post

2376

🗣️💬We at Duality.ai want to hear about your specific dataset needs!!

We created a pose estimation dataset and an explanatory colab here:
➡️Dataset: duality-robotics/pose_estimation
➡️Colab: https://falcon.duality.ai/secure/documentation/pose-colab (you will have to create a free account to access)

😎We want to continue supporting the computer vision community, but we need to hear from you-
❓What computer vision tasks you are working on that could benefit from intentionally crafted data produced by our simulation software, FalconEditor?

Share your ideas in the comment section below, and we'll create annotated and labeled datasets to address the most pressing community needs.

Some areas to consider:

- Object detection in challenging environments
- Semantic segmentation for diverse scenes
- Pose Estimation data set with variance (IDK)
- Multi-object tracking
- Anomaly detection
- Domain-specific tasks (e.g., medical imaging, autonomous driving)

Let us know your dataset needs, and we'll work on generating synthetic data to address them!

As always, create a free EDU account to start using FalconEditor to create synthetic data on your own! Sign up here: https://falcon.duality.ai/auth/sign-up

epilef68

updated a dataset 7 days ago

duality-robotics/pose_estimation

Viewer • Updated 7 days ago • 4.23k • 116 • 1

Mishsim

updated a Space 7 days ago

README

💻

Mishsim

in duality-robotics/README 7 days ago

Update README.md

#1 opened about 2 months ago by

DualityAI-RebekahBogdanoff

posted an update 14 days ago

Post

1824

🗣️📢This Friday January 24th at 11 ET, Duality.ai is hosting a free class demonstrating how to craft synthetic data using game engines and digital twin simulation workflows (not GenAI) in our FalconEditor simulation software. https://forms.gle/89Y7QrkrYJV6JrFk7

🤔Curious to delve into digital twin simulation for AI training, but don't know where to start?
Get hands-on experience with FalconEditor and learn how to assemble digital twins into simulation scenarios that produce high-quality synthetic data.

👉 Note: You don't have to wait for Friday to experiment with Falcon. Create a free account here and start learning to create synthetic data and train AI models: https://falcon.duality.ai/secure/documentation?learnWelcome=true&sidebarMode=learn

2 replies

·

DualityAI-RebekahBogdanoff

posted an update 16 days ago

Post

1944

Learn about using (crafted, not GenAI) synthetic data from simulation to train and AI vision model by watching the replay of Duality's webinar from Friday-
https://www.youtube.com/watch?v=BmpH3xtoS38

You can also see the replay for the free Photogrammetry course-
https://www.youtube.com/watch?v=52gCkc9Hijg
We take you through a free workflow for creating digital twins that can then be used in simulation to create synthetic data.

Finally, hear from our Senior Technical Artist here at Duality.ai. His work with Unreal Engine, building digital twins that we use to generate accurate synthetic data, is indispensable to our success with training AI vision models-
https://www.youtube.com/watch?v=tIwz_i5RU7E

DualityAI-RebekahBogdanoff

posted an update 26 days ago

Post

534

Duality.ai is offering a one-hour webinar and Q&A with Duality's Felipe Mejia (AI Vision Engineer) and Gandharv Mahajan (Solutions Architect) next Friday. https://forms.gle/JznzvKasYVYGfXda6

During the session, Felipe and Gandharv will walk through vital techniques for ensuring success when using digital twins in game engines to create synthetic data for training AI vision models. Leveraging examples from Duality's diverse work, the team will illustrate what they have learned about effective AI training, and answer questions about specific approaches, current challenges, and best practices grounded in real-world experience.

DualityAI-RebekahBogdanoff

posted an update about 1 month ago

Post

531

Hi again! 👋 Duality.ai just launched a lesson on how to bring your own twin into our free FalconEditor software🖥️, how to create a synthetic dataset using your twin📸, and how to test your model with your own images🎯!
https://falcon.duality.ai/secure/documentation/ex2-adv-find-twin?sidebarMode=learn

This is crucial for anyone wanting to use FalconEditor for their own projects. We will also be hosting a free photogrammetry course that uses a free workflow, independent of OS specifications, to create robust digital twins. These 2 lessons complement each other incredibly well. Sign up for the course here!
https://docs.google.com/forms/d/e/1FAIpQLSd2WsKaa1CjRM89uv3LNkZXj1TUNWrNxDrtyWny2w1OQDHn8g/viewform

DualityAI-RebekahBogdanoff

posted an update about 2 months ago

Post

1341

🚀 Unlock the Power of Synthetic Data for AI Training! 🚀

DualityAI-RebekahBogdanoff/Synthetic_Data_Object_Detection

We’ve uploaded our Cheerios Detector model- a YOLOv8 model trained using synthetic data to recognize cereal boxes in indoor environments. But we know you can make it even more robust! 💡

See the model in action in our “Cheerios detector” space, and then take it a step further by using FalconEditor to create custom synthetic data.

https://falcon.duality.ai/secure/documentation?learnWelcome=true&sidebarMode=learn

With FalconEditor, you can generate complex, targeted data that will enhance your model's performance and make it even more accurate, adaptable, and robust! 🧠✨

Don’t just use the data — improve it! Create unique scenarios, train for rare edge cases, and employ tailored conditions that push the boundaries of AI training.

DualityAI-RebekahBogdanoff

posted an update about 2 months ago

Post

1973

Training YOLO with Synthetic Data from Duality AI's Falcon Simulation Software 🎮📊
Hello again! 👋 Duality.ai has released a second Google Colab and tutorial for training a YOLOv8 model using synthetic data from our Falcon simulation software!

https://falcon.duality.ai/secure/documentation/see-synth-work-no-specs?sidebarMode=learn#download-the-colab-notebook

Train using synthetic images of a soup can twin this time, and see it work on real-world images. 🥫🍜
The tutorial also walks you through how to add your own twin from our FalconCloud library, and our goal is to equip people like you to be able to create your own data for your own projects.

You'll have to create a free account to access the files, but once you do, you'll have access to not only this colab file, but also all of our lessons and our digital twin library. 🎓

Instructions for creating the synthetic data accessed by the colab notebook can be found here: https://falcon.duality.ai/secure/documentation/ex2-objdetection-newtwin?sidebarMode=learn

This method is a game-changer for cost-effective, scalable, and customizable datasets in computer vision.

Why Synthetic Data?🤔
- Precise Annotations: Get bounding boxes, segmentation masks, and more without manual effort.
- Customizable Scenarios: Get comprehensive data and cover all corner cases by simulating diverse conditions like lighting, weather, visual occlusions, and more.

What’s in the Notebook?📓
- Training & Evaluation: Train YOLOv8 with synthetic data and test its performance on real-world samples.

Let’s Discuss!💬
Check out our discord to see how people are using the Falcon simulation software to develop strong datasets and train robust models. https://discord.com/invite/dualityfalconcommunity

2 replies

·

DualityAI-RebekahBogdanoff

updated a Space about 2 months ago

README

💻

DualityAI-RebekahBogdanoff

in duality-robotics/README about 2 months ago

Update README.md

#1 opened about 2 months ago by

DualityAI-RebekahBogdanoff

posted an update about 2 months ago

Post

2807

Training YOLO with Synthetic Data from Duality AI's Falcon🎮📊
Hi Huggingface community! 👋
Duality.ai is excited to share a Google Colab notebook that demonstrates how easy it is to train YOLOv8 using synthetic data generated in our Falcon simulation software—and see it work in the real world!

https://storage.googleapis.com/duality-public-share/syntheticDataWorks.ipynb

Train using synthetic images of a cereal box digital twin, then see it work on real-world images.🥣💛

Instructions for running this can be found here: https://falcon.duality.ai/secure/documentation/see-synth-work-no-specs
You'll have to create an account to view it, but the notebook by itself explains itself very well.

This method is a game-changer for cost-effective, scalable, and customizable datasets in computer vision.
Why Synthetic Data?🤔
- Precise Annotations: Get bounding boxes, segmentation masks, and more without manual effort.
- Customizable Scenarios: Simulate diverse conditions like lighting and weather.
What’s in the Notebook?📓
- Training & Evaluation: Train YOLOv8 with synthetic data and test its performance on real-world samples.
Try it Out! 🚀
Access the notebook here:
https://storage.googleapis.com/duality-public-share/syntheticDataWorks.ipynb
It’s fully documented and ready for you to explore and adapt.

Want to create your own custom datasets? Checkout Falcon here:
https://falcon.duality.ai/auth/sign-up
https://www.duality.ai/edu

Let’s Discuss!💬
How are you using synthetic data in ML projects? Let’s connect—drop your thoughts or questions below or on our Discord! https://discord.com/invite/dualityfalconcommunity