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MMSDuality

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Computer Vision and Synthetic Data

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Reacted to DualityAI-RebekahBogdanoff's post with 🔥 5 days ago
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
replied to DualityAI-RebekahBogdanoff's post 5 days ago
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
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reacted to DualityAI-RebekahBogdanoff's post with 🔥 5 days ago
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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
  • 2 replies
·
replied to DualityAI-RebekahBogdanoff's post 5 days ago
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@DualityAI-RebekahBogdanoff - Thank you!

We're excited to share our new platform with the Hugging Face community! We value your insights and would love to hear your thoughts. We're particularly interested in learning about your use cases, feature requests, and any feedback you might have. Your input is crucial as we continue to refine and enhance our offering. Please don't hesitate to share your experiences or reach out with questions.