MMS

MMSDuality

AI & ML interests

Computer Vision and Synthetic Data

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reacted to DualityAI-RebekahBogdanoff's post with 🧠 1 day ago

✨🎉Duality.ai just released a multiclass object detection dataset for YOLOv8, as well as a tutorial on how to create your own multiclass dataset! Carefully crafted (not GenAI created) synthetic data that ACTUALLY trains a model that works in the physical world. Create a free FalconEDU account, and download the 1000 image and annotation dataset - https://falcon.duality.ai/secure/documentation/ex3-dataset?sidebarMode=learn -or- Follow along with Exercise 3: Multiclass Object Detection to start creating - https://falcon.duality.ai/secure/documentation/ex3-objdetection-multiclass -or- Download this Colab notebook to see the data work, no hardware required - https://falcon.duality.ai/secure/documentation/ex3-dataset?sidebarMode=learn

reacted to DualityAI-RebekahBogdanoff's post with ❤️ 1 day ago

reacted to DualityAI-RebekahBogdanoff's post with 🚀 1 day ago

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reacted to DualityAI-RebekahBogdanoff's post with 🧠❤️🚀🔥😎 1 day ago

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1952

✨🎉Duality.ai just released a multiclass object detection dataset for YOLOv8, as well as a tutorial on how to create your own multiclass dataset!

Carefully crafted (not GenAI created) synthetic data that ACTUALLY trains a model that works in the physical world.

Create a free FalconEDU account, and download the 1000 image and annotation dataset - https://falcon.duality.ai/secure/documentation/ex3-dataset?sidebarMode=learn
-or-
Follow along with Exercise 3: Multiclass Object Detection to start creating - https://falcon.duality.ai/secure/documentation/ex3-objdetection-multiclass
-or-
Download this Colab notebook to see the data work, no hardware required - https://falcon.duality.ai/secure/documentation/ex3-dataset?sidebarMode=learn

updated a Space 8 days ago

README

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liked a dataset 17 days ago

duality-robotics/pose_estimation

Viewer • Updated about 1 month ago • 4.23k • 291 • 3

reacted to DualityAI-RebekahBogdanoff's post with 😎❤️🤗 17 days ago

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3080

This Friday at 11 pm ET, Duality.ai is offering a free course on creating realistic materials in simulation. https://forms.gle/iHjqojKUEJZ3EU7w6

Crafting data in simulation that is indistinguishable from the physical world is essential for bridging the sim2real gap. Physically Based Rendering, or PBR, materials play a huge role in realism. Join us the Friday to learn more.

Duality.ai has been successful in using game engine simulation to create synthetic data that jumps the sim2 real gap for many commercial clients including JPL-NASA, AWS, P&G, and more. Check out our educational content to access the software and the work flow that makes this possible https://www.duality.ai/edu

reacted to DualityAI-RebekahBogdanoff's post with 🧠👀🚀😎❤️ about 1 month ago

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2425

🗣️💬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

reacted to DualityAI-RebekahBogdanoff's post with 🧠➕❤️🔥 about 1 month ago

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1836

🗣️📢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

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reacted to DualityAI-RebekahBogdanoff's post with 🤯 about 1 month ago

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1949

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