Swin Transformer Explained

Swin Transformer Explained

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Swin Transformer + Feature Pyramid Network as backbone

10 of 13

10 of 13

Swin Transformer + Feature Pyramid Network as backbone

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Swin Transformer Explained

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  1. 1 What is the Swin Transformer?
  2. 2 Historical context to understand why Swin Transformers exist
  3. 3 Problems with vanilla transformer architectures with images
  4. 4 Swin Transformer architecuture at a high level
  5. 5 What is the “Swin Transformer Block”
  6. 6 Deep dive into the Swin Transformer block architecture
  7. 7 Windowed-Multi-head Self Attention
  8. 8 Shifted Window Multi-head self attention
  9. 9 Patch Merging
  10. 10 Swin Transformer + Feature Pyramid Network as backbone
  11. 11 Performance
  12. 12 Quiz Time
  13. 13 Summary

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