VideoCapsuleNet - A Simplified Network for Action Detection

VideoCapsuleNet - A Simplified Network for Action Detection

UCF CRCV via YouTube Direct link

Qualitative Results - Entire Videos

15 of 21

15 of 21

Qualitative Results - Entire Videos

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Classroom Contents

VideoCapsuleNet - A Simplified Network for Action Detection

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  1. 1 Intro
  2. 2 Overview of Capsule Networks
  3. 3 Computer Graphics
  4. 4 Inverse Graphics
  5. 5 Capsules
  6. 6 Conventional Convolutional Layers
  7. 7 Convolutional Capsule Layers
  8. 8 Two Simplification
  9. 9 Capsule Pooling
  10. 10 Current Video Action Detection Network
  11. 11 VideoCapsuleNet Architecture
  12. 12 Encoder
  13. 13 VideoCapsuleNet Training
  14. 14 Action Localization Accuracy
  15. 15 Qualitative Results - Entire Videos
  16. 16 Effects of Capsule Masking
  17. 17 Ablations: Coordinate Addition
  18. 18 Ablations: Extra Skip Connections
  19. 19 Ablations: # of Convolutional Layers
  20. 20 Ablations: Losses and Reconstruction
  21. 21 Synthetic Dataset Experiments

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