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Add SSL and JSSL functionality #277

Merged
merged 31 commits into from
Apr 26, 2024
Merged

Add SSL and JSSL functionality #277

merged 31 commits into from
Apr 26, 2024

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georgeyiasemis
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This PR introduces the following:

  • SSL MRI basic functionality (direct.ssl modules). This includes mask splitters to two (disjoint) sets in random uniform, random gaussian and half-mask manners.
  • SSL MRI transforms: MRI transforms can now be SUPERVISED (as functionality before) and SSL_SSDU. The latter essentially splits the mask and k-space into two (disjoint) subsets (input and target).
  • Added engines for SSL and JSSL (joint supervised and SSL)

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@jonasteuwen jonasteuwen left a comment

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Some small remarks.

direct/data/datasets_config.py Outdated Show resolved Hide resolved
direct/data/datasets_config.py Outdated Show resolved Hide resolved
direct/data/datasets_config.py Outdated Show resolved Hide resolved
direct/data/datasets_config.py Outdated Show resolved Hide resolved
direct/environment.py Show resolved Hide resolved
direct/nn/unet/unet_engine.py Outdated Show resolved Hide resolved
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LGTM

@jonasteuwen jonasteuwen merged commit 66dd5cd into main Apr 26, 2024
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@jonasteuwen jonasteuwen deleted the feature/ssl branch April 26, 2024 10:29
@georgeyiasemis georgeyiasemis mentioned this pull request Jun 27, 2024
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2 participants