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Upload for v1.13 release
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Romain-Laine committed Jul 2, 2021
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Expand Up @@ -7,6 +7,28 @@ https://www.biorxiv.org/content/10.1101/2020.03.20.000133v4
Latest releases available here:
/~https://github.com/HenriquesLab/ZeroCostDL4Mic/releases

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ZeroCostDL4Mic v1.13

Major changes:
- added a new export of requirements.txt file with minimal packages, better compatibility with local runtime sessions
- Beta notebooks: new notebooks available: Detectron2 (object detection), MaskRCNN (object detection and segmentation), DRMIME (image registration), Cellpose (image segmentation) (2D) and DecoNoising (denoising) (2D).
- Addition of the Interactive segmentation - Cellpose notebook, using Kaibu and ImJoy, big thanks to Wei Ouyang for helping us get this up and running.
- Tools: A notebook to perform Quality Control has been added
- Noise2Void 2D and 3D now use the latest code release based on TensorFlow 2
- The version check is now done on a per-notebook basis, making release of individual notebooks easier.
- U-Net 3D imports Keras libraries via TensorFlow.
- Section 1 and 2 in the notebooks have been swapped for a better flow and improved capabilities for export of requirements.txt
- Each notebook now includes a version log, that will be individually amended when doing individual notebook releases.
- Fnet: A 2D notebook was added, the fnet notebooks have an additional cell that creates the data files, Fnet 3D's re-training cell now has a module to reduce images in the buffer, just as the main training cell (to avoid OOM error).
- YOLOv2: The repository is now saved in the content folder of colab rather than the users gdrive, consistent with other notebooks , Commented code was removed.

+ minor bug fixes

Beta notebooks:
- model export to BioImage Model Zoo format for DeepImageJ for 2D U-Net, 3D U-Net and Deep-STORM
- Cellpose notebook now exports PDF during training and QC. Cellpose now trains using Torch. The new Cyto2 model is also available.


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ZeroCostDL4Mic v1.12
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