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Emerging Properties in Self-Supervised Vision Transformers - Paper Explained

Emerging Properties in Self-Supervised Vision Transformers - Paper Explained

Aleksa Gordić - The AI Epiphany via YouTube Direct link

Multi-crop and local-to-global correspondence

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Multi-crop and local-to-global correspondence

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Emerging Properties in Self-Supervised Vision Transformers - Paper Explained

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  1. 1 DINO main ideas, attention maps explained
  2. 2 DINO explained in depth
  3. 3 Pseudocode walk-through
  4. 4 Multi-crop and local-to-global correspondence
  5. 5 More details on the teacher network
  6. 6 Results
  7. 7 Ablations
  8. 8 Collapse analysis
  9. 9 Features visualized and outro

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