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Implementation of I-JEPA from "Self-Supervised Learning from Images with a Joint-Embedding Predictive Architecture"

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I-JEPA

Implementation of I-JEPA from (Self-Supervised Learning from Images with a Joint-Embedding Predictive Architecture)

Uses @lucidrains x-transfromers (https://github.com/lucidrains/x-transformers)

Basic Schematic of Architecture:

screenshot

In order to run, just run: python pretrain_IJEPA.py or `python finetune_IJEPA.py' on your command line

TODO:

  • linear probing setup

Citation:

@article{assran2023self,
  title={Self-Supervised Learning from Images with a Joint-Embedding Predictive Architecture},
  author={Assran, Mahmoud and Duval, Quentin and Misra, Ishan and Bojanowski, Piotr and Vincent, Pascal and Rabbat, Michael and LeCun, Yann and Ballas, Nicolas},
  journal={arXiv preprint arXiv:2301.08243},
  year={2023}
}

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Implementation of I-JEPA from "Self-Supervised Learning from Images with a Joint-Embedding Predictive Architecture"

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