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Self-Supervised Learningのlibrary比較

Last updated at Posted at 2024-05-26

Self-Supervised Learningのlibrary比較

  • まだサポートされているか
  • pipから簡単にinstall出来るか
  • maintainerは信頼出来るか
  • training pipelineのlibraryは何か
  • comercial use出来るか
last-update pip package maintainer training-library
lightly up-to-date Yes Lightly.ai pytorch-lightning
EasyCV up-to-date Yes alibaba mmcv
solo-learn 2024Jan No Individual pytorch-lightning
mmselfsup 2023Jul Yes mmlab mmcv
vissl archived No facebook own

結論

lightlyがオススメ。
好みでEasyCVでも良いが、mmcvは良くversion mismatchが頻発するので注意が必要。

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