Scaling robotics datasets with video encoding

📰 Hugging Face Blog

Scaling robotics datasets with video encoding improves efficiency and reduces storage needs

intermediate Published 27 Aug 2024
Action Steps
  1. Understand the basics of video encoding and decoding
  2. Choose the right codec for robotics datasets
  3. Optimize encoding parameters for efficient storage and loading
  4. Evaluate metrics such as size and loading times to ensure optimal performance
Who Needs to Know This

Data scientists and robotics engineers can benefit from this knowledge to optimize their datasets and improve model performance

Key Insight

💡 Video encoding can significantly reduce storage needs and improve loading times for robotics datasets

Share This
🤖 Improve robotics dataset efficiency with video encoding! 📊

Key Takeaways

Scaling robotics datasets with video encoding improves efficiency and reduces storage needs

Full Article

Published Time: 2024-08-27T00:00:00.445Z

# Scaling robotics datasets with video encoding

[![Image 1: Hugging Face's logo](https://huggingface.co/front/assets/huggingface_logo-noborder.svg)Hugging Face](https://huggingface.co/)

* [Models](https://huggingface.co/models)
* [Datasets](https://huggingface.co/datasets)
* [Spaces](https://huggingface.co/spaces)
* [Buckets new](https://huggingface.co/storage)
* [Docs](https://huggingface.co/docs)
* [Enterprise](https://huggingface.co/enterprise)
* [Pricing](https://huggingface.co/pricing)
*
*
* * *

* [Log In](https://huggingface.co/login)
* [Sign Up](https://huggingface.co/join)

[Back to Articles](https://huggingface.co/blog)

# [](https://huggingface.co/blog/video-encoding#scaling-robotics-datasets-with-video-encoding) Scaling robotics datasets with video encoding

Published August 27, 2024

[Update on GitHub](https://github.com/huggingface/blog/blob/main/video-encoding.md)

[- [x] Upvote 40](https://huggingface.co/login?next=%2Fblog%2Fvideo-encoding)
* [![Image 2](https://cdn-avatars.huggingface.co/v1/production/uploads/5dd96eb166059660ed1ee413/NQtzmrDdbG0H8qkZvRyGk.jpeg)](https://huggingface.co/julien-c "julien-c")
* [![Image 3](https://cdn-avatars.huggingface.co/v1/production/uploads/1583857146757-5e67bdd61009063689407479.jpeg)](https://huggingface.co/clem "clem")
* [![Image 4](https://cdn-avatars.huggingface.co/v1/production/uploads/1594214747713-5e9ecfc04957053f60648a3e.png)](https://huggingface.co/lhoestq "lhoestq")
* [![Image 5](https://cdn-avatars.huggingface.co/v1/production/uploads/5f882c4cc8a476151d6177d6/jArdb-aVgn-exxUcjlZAV.jpeg)](https://huggingface.co/shachar "shachar")
* [![Image 6](https://cdn-avatars.huggingface.co/v1/production/uploads/6032802e1f993496bc14d9e3/w6hr-DEQot4VVkoyRIBiy.png)](https://huggingface.co/osanseviero "osanseviero")
* [![Image 7](https://cdn-avatars.huggingface.co/v1/production/uploads/1617264212503-603d25b75f9d390ab190b777.jpeg)](https://huggingface.co/pcuenq "pcuenq")
* +34

[![Image 8: Simon Alibert's avatar](https://cdn-avatars.huggingface.co/v1/production/uploads/65fcb7f133a3d6f126772121/BvVbNqnlQgDr2f_9dm5Es.jpeg)](https://huggingface.co/aliberts)

[Simon Alibert aliberts Follow](https://huggingface.co/aliberts)

[![Image 9: Remi Cadene's avatar](https://cdn-avatars.huggingface.co/v1/production/uploads/62f857fbb9fda55613ce80d9/d7bRniKLmOt-iFN07k1Su.png)](https://huggingface.co/cadene)

[Remi Cadene cadene Follow](https://huggingface.co/cadene)

[![Image 10: Miquel Farré's avatar](https://cdn-avatars.huggingface.co/v1/production/uploads/61ed0ff29539bc0a3bbc89f4/iYWK7GParA7Ke5F6q132W.jpeg)](https://huggingface.co/mfarre)

[Miquel Farré mfarre Follow](https://huggingface.co/mfarre)

* [What's a dataset in robotics?](https://huggingface.co/blog/video-encoding#whats-a-dataset-in-robotics "What's a dataset in robotics?")

* [Contribution](https://huggingface.co/blog/video-encoding#contribution "Contribution")

* [But what is a codec? And what is video encoding & decoding actually doing?](https://huggingface.co/blog/video-encoding#but-what-is-a-codec-and-what-is-video-encoding--decoding-actually-doing "But what is a codec? And what is video encoding & decoding actually doing?")

* [Criteria](https://huggingface.co/blog/video-encoding#criteria "Criteria")

* [Metrics](https://huggingface.co/blog/video-encoding#metrics "Metrics")

* [Variables](https://huggingface.co/blog/video-encoding#variables "Variables")
* [Encoding parameters](https://huggingface.co/blog/video-encoding#encoding-parameters "Encoding parameters")

* [Decoding parameters](https://huggingface.co/blog/video-encoding#decoding-parameters "Decoding parameters")

* [Results](https://huggingface.co/blog/video-encoding#results "Results")
* [Sizes](https://huggingface.co/blog/video-encoding#sizes "Sizes")

* [Loading times](https://huggingface.co/blog/video-encoding#loading-times "Loading times")
Read full article → ← Back to Reads