ConvNets in Practice

ConvNets in Practice

Alfredo Canziani via YouTube Direct link

– FPGA ConvNet accelerator

14 of 17

14 of 17

– FPGA ConvNet accelerator

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ConvNets in Practice

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  1. 1 – Welcome to class
  2. 2 – ConvNets in practice
  3. 3 – What are convolutions good for?
  4. 4 – Why do we need to stack layers?
  5. 5 – Object detection, multiple object recognition
  6. 6 – Multiple character recognition
  7. 7 – Sliding window ConvNet
  8. 8 – Face detection
  9. 9 – Whiteboard time!
  10. 10 – Q&A
  11. 11 – Semantic segmentation
  12. 12 – Robot navigation using semantic segmentation
  13. 13 – Category-level semantic segmentation
  14. 14 – FPGA ConvNet accelerator
  15. 15 – Error rate on ImageNet
  16. 16 – ResNet
  17. 17 – Networks comparison

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