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Add a tutorial demonstrating 2D image restoration using the MONAI Restormer model. #1987

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Merged
merged 14 commits into from
May 22, 2025

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phisanti
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@phisanti phisanti commented May 4, 2025

Add a tutorial demonstrating 2D image restoration using the MONAI Restormer model.

Fixes: Completes issue from main MONAI repo: #8261
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Description

This notebook covers setting up the environment, loading data, initializing a small Restormer model configuration, training a small-scale demonstrative example with the Restorme,r and visualizing the restoration results on noisy images.

Checks

  • Avoid including large-size files in the PR.
  • Clean up long text outputs from code cells in the notebook.
  • For security purposes, please check the contents and remove any sensitive info such as user names and private key.
  • Ensure (1) hyperlinks and markdown anchors are working (2) use relative paths for tutorial repo files (3) put figure and graphs in the ./figure folder
  • Notebook runs automatically ./runner.sh -t <path to .ipynb file>

phisanti added 3 commits May 4, 2025 14:36
Introduce a tutorial demonstrating 2D image restoration using the MONAI Restormer model.

This notebook covers setting up the environment, loading data, initializing a small Restormer model configuration, training with SSIMLoss, and visualizing the restoration results on noisy images.
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phisanti and others added 2 commits May 4, 2025 15:03
DCO Remediation Commit for Cano-Muniz, Santiago <[email protected]>

I, Cano-Muniz, Santiago <[email protected]>, hereby add my Signed-off-by to this commit: 3dda461
I, Cano-Muniz, Santiago <[email protected]>, hereby add my Signed-off-by to this commit: 4f72fb2
I, Cano-Muniz, Santiago <[email protected]>, hereby add my Signed-off-by to this commit: 1296d58

Signed-off-by: Cano-Muniz, Santiago <[email protected]>
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Copilot reviewed 1 out of 1 changed files in this pull request and generated no comments.

ericspod and others added 8 commits May 7, 2025 14:46
- Refer to original paper
- Install MONAI from weekly
- Rename movig/fixed had to noisy/original hand

Signed-off-by: Cano-Muniz, Santiago <[email protected]>
- Change all moving, movig_hand and so on for noisy for clearer text.
- Run ./runner.sh --autofix -t 2d_regression/image_restoration.ipynb

Signed-off-by: Cano-Muniz, Santiago <[email protected]>
Signed-off-by: Cano-Muniz, Santiago <[email protected]>
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Looks good to me now, thanks!

@ericspod ericspod enabled auto-merge (squash) May 22, 2025 17:00
@ericspod ericspod merged commit 9902215 into Project-MONAI:main May 22, 2025
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2 participants