NVIDIA/Dataset_Synthesizer

NVIDIA Deep learning Dataset Synthesizer (NDDS)

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Established

This tool helps computer vision researchers create synthetic datasets for training deep learning models. It takes 3D scenes designed in Unreal Engine 4 and outputs high-quality images along with detailed metadata like segmentation maps, depth information, object poses, and bounding boxes. Researchers can use this to generate diverse training data, especially when real-world labeled data is hard to acquire.

598 stars. No commits in the last 6 months.

Use this if you are a computer vision researcher needing large, varied, and perfectly labeled synthetic image datasets to train deep neural networks without extensive manual annotation.

Not ideal if you are looking for a tool to process and analyze existing real-world image datasets, or if your primary focus is on areas outside of computer vision and deep learning.

computer-vision deep-learning-training synthetic-data-generation 3d-scene-rendering robotics-vision
Stale 6m No Package No Dependents
Maintenance 0 / 25
Adoption 10 / 25
Maturity 16 / 25
Community 25 / 25

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Stars

598

Forks

133

Language

C++

License

Last pushed

Oct 21, 2020

Commits (30d)

0

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