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metadata
license: other
language:
  - en
tags:
  - biology

Model Card for Phikon

BibTeX entry and citation info

@article{Filiot2023ScalingSSLforHistoWithMIM,
    author       = {Alexandre Filiot and Ridouane Ghermi and Antoine Olivier and Paul Jacob and Lucas Fidon and Alice Mac Kain and Charlie Saillard and Jean-Baptiste Schiratti},
    title        = {Scaling Self-Supervised Learning for Histopathology with Masked Image Modeling},
    elocation-id = {2023.07.21.23292757},
    year         = {2023},
    doi          = {10.1101/2023.07.21.23292757},
    publisher    = {Cold Spring Harbor Laboratory Press},
    url          = {https://www.medrxiv.org/content/early/2023/07/26/2023.07.21.23292757},
    eprint       = {https://www.medrxiv.org/content/early/2023/07/26/2023.07.21.23292757.full.pdf},
    journal      = {medRxiv}
}

Model Details

Model Description

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  • Developed by: {{ developers | default("[More Information Needed]", true)}}
  • Funded by [optional]: {{ funded_by | default("[More Information Needed]", true)}}
  • Shared by [optional]: {{ shared_by | default("[More Information Needed]", true)}}
  • Model type: {{ model_type | default("[More Information Needed]", true)}}
  • Language(s) (NLP): {{ language | default("[More Information Needed]", true)}}
  • License: {{ license | default("[More Information Needed]", true)}}
  • Finetuned from model [optional]: {{ finetuned_from | default("[More Information Needed]", true)}}

Uses

Direct Use

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Downstream Use [optional]

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Out-of-Scope Use

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Technical Specifications

Compute Infrastructure

All the models we built were trained on the French Jean Zay cluster

Hardware

NVIDIA V100 GPUs with 32Gb RAM

Software

PyTorch 1.13.1