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Improving Energy Efficiency and Robustness of tinyML Computer Vision Using Log-Gradient Input Images

Improving Energy Efficiency and Robustness of tinyML Computer Vision Using Log-Gradient Input Images

tinyML via YouTube Direct link

Conventional computer vision (CV) pipeline

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Conventional computer vision (CV) pipeline

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Improving Energy Efficiency and Robustness of tinyML Computer Vision Using Log-Gradient Input Images

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  1. 1 Intro
  2. 2 Conventional computer vision (CV) pipeline
  3. 3 Compute log from RAW
  4. 4 Intuition
  5. 5 Energy breakdown of pipelines
  6. 6 Overview of CNN experiments
  7. 7 Datasets
  8. 8 Architecture search: UNAS for microcontrollers
  9. 9 Robustness to illumination change
  10. 10 Summary

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