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Synthetic Data Trained Object Detection
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MMS
MMSDuality
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Computer Vision and Synthetic Data
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DualityAI-RebekahBogdanoff/Synthetic_Data_Object_Detection
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🚀 Unlock the Power of Synthetic Data for AI Training! 🚀
https://huggingface.co/spaces/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.
reacted
to
DualityAI-RebekahBogdanoff's
post
with 😎
7 days ago
🚀 Unlock the Power of Synthetic Data for AI Training! 🚀
https://huggingface.co/spaces/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.
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MMSDuality's activity
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6 days ago
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7 days ago
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🚀 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/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.
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9 days ago
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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
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
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16 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
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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- 2 replies
replied to
DualityAI-RebekahBogdanoff's
post
16 days ago
@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.