Understanding I-JEPA: A Non-Generative Approach to Self-Supervised Learning from Images

Understanding I-JEPA: A Non-Generative Approach to Self-Supervised Learning from Images

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Intro to I-JEPA

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1 of 14

Intro to I-JEPA

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Understanding I-JEPA: A Non-Generative Approach to Self-Supervised Learning from Images

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  1. 1 Intro to I-JEPA
  2. 2 Semantic Image Representations
  3. 3 Latent Representation
  4. 4 Invariance Based Pre-Training
  5. 5 Generative Pre-Training
  6. 6 What is I-JEPA
  7. 7 I-JEPA vs. Previous Approaches
  8. 8 ViT Method
  9. 9 Sampling Context and Targets
  10. 10 Prediction and Loss
  11. 11 Latent Space
  12. 12 Attention Head
  13. 13 Evaluation on Image Classification
  14. 14 Conclusion and Conversation

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