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Mish Sukharev

Mishsim

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replied to DualityAI-RebekahBogdanoff's post 29 days ago
Training YOLO with Synthetic Data from Duality AI's Falcon Simulation Software ๐ŸŽฎ๐Ÿ“Š Hello again! ๐Ÿ‘‹ 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. ๐Ÿฅซ๐Ÿœ 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. ๐ŸŽ“ 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?๐Ÿค” - 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. Whatโ€™s in the Notebook?๐Ÿ““ - Training & Evaluation: Train YOLOv8 with synthetic data and test its performance on real-world samples. Letโ€™s Discuss!๐Ÿ’ฌ 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
reacted to DualityAI-RebekahBogdanoff's post with ๐Ÿค— 29 days ago
Training YOLO with Synthetic Data from Duality AI's Falcon Simulation Software ๐ŸŽฎ๐Ÿ“Š Hello again! ๐Ÿ‘‹ 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. ๐Ÿฅซ๐Ÿœ 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. ๐ŸŽ“ 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?๐Ÿค” - 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. Whatโ€™s in the Notebook?๐Ÿ““ - Training & Evaluation: Train YOLOv8 with synthetic data and test its performance on real-world samples. Letโ€™s Discuss!๐Ÿ’ฌ 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
reacted to DualityAI-RebekahBogdanoff's post with โค๏ธ 29 days ago
Training YOLO with Synthetic Data from Duality AI's Falcon Simulation Software ๐ŸŽฎ๐Ÿ“Š Hello again! ๐Ÿ‘‹ 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. ๐Ÿฅซ๐Ÿœ 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. ๐ŸŽ“ 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?๐Ÿค” - 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. Whatโ€™s in the Notebook?๐Ÿ““ - Training & Evaluation: Train YOLOv8 with synthetic data and test its performance on real-world samples. Letโ€™s Discuss!๐Ÿ’ฌ 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
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replied to DualityAI-RebekahBogdanoff's post 29 days ago
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Awesome to see new exercises arriving so quickly!

reacted to DualityAI-RebekahBogdanoff's post with ๐Ÿค—โค๏ธ๐Ÿ”ฅ 29 days ago
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Training YOLO with Synthetic Data from Duality AI's Falcon Simulation Software ๐ŸŽฎ๐Ÿ“Š
Hello again! ๐Ÿ‘‹ 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. ๐Ÿฅซ๐Ÿœ
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. ๐ŸŽ“

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?๐Ÿค”
- 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.

Whatโ€™s in the Notebook?๐Ÿ““
- Training & Evaluation: Train YOLOv8 with synthetic data and test its performance on real-world samples.

Letโ€™s Discuss!๐Ÿ’ฌ
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
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updated a Space about 1 month ago
reacted to DualityAI-RebekahBogdanoff's post with ๐Ÿง ๐Ÿ‘€๐Ÿ”ฅ about 1 month ago
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Training YOLO with Synthetic Data from Duality AI's Falcon๐ŸŽฎ๐Ÿ“Š
Hi Huggingface community! ๐Ÿ‘‹
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 softwareโ€”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.๐Ÿฅฃ๐Ÿ’›

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?๐Ÿค”
- Precise Annotations: Get bounding boxes, segmentation masks, and more without manual effort.
- Customizable Scenarios: Simulate diverse conditions like lighting and weather.
Whatโ€™s in the Notebook?๐Ÿ““
- Training & Evaluation: Train YOLOv8 with synthetic data and test its performance on real-world samples.
Try it Out! ๐Ÿš€
Access the notebook here:
https://storage.googleapis.com/duality-public-share/syntheticDataWorks.ipynb
Itโ€™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

Letโ€™s Discuss!๐Ÿ’ฌ
How are you using synthetic data in ML projects? Letโ€™s connectโ€”drop your thoughts or questions below or on our Discord! https://discord.com/invite/dualityfalconcommunity
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