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Merge remote-tracking branch 'MONAI/main' into MetaTensor
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2d_classification/mednist_tutorial.ipynb

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"* Train the model with a PyTorch program\n",
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"* Evaluate on test dataset\n",
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"\n",
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"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/master/2d_classification/mednist_tutorial.ipynb)"
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"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/main/2d_classification/mednist_tutorial.ipynb)"
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2d_registration/registration_mednist.ipynb

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"- a UNet-like registration network with an affine head to predict the affine transformation parameters;\n",
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"- a warp function, implemented as a MONAI C++/CUDA module, to transform the moving image.\n",
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"\n",
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"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/master/2d_registration/registration_mednist.ipynb)"
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"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/main/2d_registration/registration_mednist.ipynb)"
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3d_classification/densenet_training_array.ipynb

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"\n",
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"Here, the task is given to classify MR images into male/female.\n",
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"\n",
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"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/master/3d_classification/torch/densenet_training_array.ipynb)"
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"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/main/3d_classification/torch/densenet_training_array.ipynb)"
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3d_registration/paired_lung_ct.ipynb

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"1. Compute DiceLoss and BendingEnergyLoss\n",
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"1. Compute MeanDice metric\n",
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"\n",
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"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/master/3d_registration/paired_lung_ct.ipynb)"
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"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/main/3d_registration/paired_lung_ct.ipynb)"
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3d_segmentation/brats_segmentation_3d.ipynb

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"1. the enhancing tumor structures (light blue) visible in T1Gd, surrounding the cystic/necrotic components of the core (green) (Fig. C).\n",
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"1. The segmentations are combined to generate the final labels of the tumor sub-regions (Fig.D): edema (yellow), non-enhancing solid core (red), necrotic/cystic core (green), enhancing core (blue).\n",
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"\n",
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"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/master/3d_segmentation/brats_segmentation_3d.ipynb)"
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"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/main/3d_segmentation/brats_segmentation_3d.ipynb)"
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3d_segmentation/challenge_baseline/README.md

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- For MONAI technical documentation, please visit [docs.monai.io](https://docs.monai.io/).
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- Please visit [`Project-MONAI/tutorials`](https://github.com/Project-MONAI/tutorials) for more examples, including:
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- [`3D segmentation pipelines`](https://github.com/Project-MONAI/tutorials/tree/master/3d_segmentation),
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- [`Dynamic UNet`](https://github.com/Project-MONAI/tutorials/blob/master/modules/dynunet_tutorial.ipynb),
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- [`Dynamic UNet`](https://github.com/Project-MONAI/tutorials/blob/main/modules/dynunet_tutorial.ipynb),
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- [`Training acceleration`](https://github.com/Project-MONAI/tutorials/tree/master/acceleration).
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## Submitting to the leaderboard
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## License
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The code is licensed under [the Apache License 2.0](https://github.com/Project-MONAI/tutorials/blob/master/LICENSE).
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The code is licensed under [the Apache License 2.0](https://github.com/Project-MONAI/tutorials/blob/main/LICENSE).

3d_segmentation/spleen_segmentation_3d.ipynb

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"Source: Memorial Sloan Kettering Cancer Center \n",
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"Challenge: Large ranging foreground size\n",
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"\n",
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"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/master/3d_segmentation/spleen_segmentation_3d.ipynb)"
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"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/main/3d_segmentation/spleen_segmentation_3d.ipynb)"
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3d_segmentation/spleen_segmentation_3d_lightning.ipynb

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"Source: Memorial Sloan Kettering Cancer Center \n",
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"Challenge: Large ranging foreground size\n",
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"\n",
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"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/master/3d_segmentation/spleen_segmentation_3d_lightning.ipynb)"
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"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/main/3d_segmentation/spleen_segmentation_3d_lightning.ipynb)"
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3d_segmentation/spleen_segmentation_3d_visualization_basic.ipynb

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"Source: Memorial Sloan Kettering Cancer Center \n",
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"Challenge: Large ranging foreground size\n",
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"\n",
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"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/master/3d_segmentation/spleen_segmentation_3d.ipynb)"
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"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/main/3d_segmentation/spleen_segmentation_3d.ipynb)"
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3d_segmentation/unet_segmentation_3d_catalyst.ipynb

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"* Sliding window inference method.\n",
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"* Deterministic training for reproducibility.\n",
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"\n",
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"This tutorial is based on [unet_training_dict.py](https://github.com/Project-MONAI/tutorials/blob/master/3d_segmentation/torch/unet_training_dict.py) and [spleen_segmentation_3d.ipynb](https://github.com/Project-MONAI/tutorials/blob/master/3d_segmentation/spleen_segmentation_3d.ipynb).\n",
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"This tutorial is based on [unet_training_dict.py](https://github.com/Project-MONAI/tutorials/blob/main/3d_segmentation/torch/unet_training_dict.py) and [spleen_segmentation_3d.ipynb](https://github.com/Project-MONAI/tutorials/blob/main/3d_segmentation/spleen_segmentation_3d.ipynb).\n",
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"\n",
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"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/master/3d_segmentation/unet_segmentation_3d_catalyst.ipynb)"
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"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/main/3d_segmentation/unet_segmentation_3d_catalyst.ipynb)"
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3d_segmentation/unet_segmentation_3d_ignite.ipynb

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"# 3D Segmentation with UNet\n",
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"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/master/3d_segmentation/unet_segmentation_3d_ignite.ipynb)"
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"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/main/3d_segmentation/unet_segmentation_3d_ignite.ipynb)"
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acceleration/automatic_mixed_precision.ipynb

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"\n",
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"The Spleen dataset can be downloaded from http://medicaldecathlon.com/.\n",
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"\n",
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"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/master/acceleration/automatic_mixed_precision.ipynb)"
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"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/main/acceleration/automatic_mixed_precision.ipynb)"
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acceleration/dataset_type_performance.ipynb

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"\n",
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"`PersistentDataset` processes original data sources through the non-random transforms on first use, and stores these intermediate tensor values to an on-disk persistence representation. The intermediate processed tensors are loaded from disk on each use for processing by the random-transforms for each analysis request. The `PersistentDataset` has a similar memory footprint to the simple `Dataset`, with performance characteristics close to the `CacheDataset` at the expense of disk storage. Additionally, the cost of first time processing of data is distributed across each first use.\n",
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"It's modified from the [Spleen 3D segmentation tutorial notebook](https://github.com/Project-MONAI/tutorials/blob/master/3d_segmentation/spleen_segmentation_3d.ipynb).\n",
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"It's modified from the [Spleen 3D segmentation tutorial notebook](https://github.com/Project-MONAI/tutorials/blob/main/3d_segmentation/spleen_segmentation_3d.ipynb).\n",
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"\n",
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"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/master/acceleration/dataset_type_performance.ipynb)"
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"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/main/acceleration/dataset_type_performance.ipynb)"
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