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torch examples	https://github.com/Project-MONAI/tutorials/blob/main/3d_classification/torch
	https://github.com/Project-MONAI/tutorials.git#torch-examples-1
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	https://github.com/Project-MONAI/tutorials.git#3d-regression
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aimhubio/aim	https://github.com/aimhubio/aim
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	https://github.com/Project-MONAI/tutorials.git#spleen_segmentation_3d
MSD Spleen dataset	http://medicaldecathlon.com
unet_segmentation_3d_ignite	https://github.com/Project-MONAI/tutorials/blob/main/3d_segmentation/unet_segmentation_3d_ignite.ipynb
	https://github.com/Project-MONAI/tutorials.git#unet_segmentation_3d_ignite
COVID 19-20 challenge baseline	https://github.com/Project-MONAI/tutorials/blob/main/3d_segmentation/challenge_baseline
	https://github.com/Project-MONAI/tutorials.git#covid-19-20-challenge-baseline
COVID-19 LUNG CT LESION SEGMENTATION CHALLENGE - 2020	https://covid-segmentation.grand-challenge.org/COVID-19-20/
unetr_btcv_segmentation_3d	https://github.com/Project-MONAI/tutorials/blob/main/3d_segmentation/unetr_btcv_segmentation_3d.ipynb
	https://github.com/Project-MONAI/tutorials.git#unetr_btcv_segmentation_3d
unetr_btcv_segmentation_3d_lightning	https://github.com/Project-MONAI/tutorials/blob/main/3d_segmentation/unetr_btcv_segmentation_3d_lightning.ipynb
	https://github.com/Project-MONAI/tutorials.git#unetr_btcv_segmentation_3d_lightning
PyTorch Lightning	https://www.pytorchlightning.ai/
vista3d	https://github.com/Project-MONAI/tutorials/blob/main/3d_segmentation/vista3d
	https://github.com/Project-MONAI/tutorials.git#vista3d
MSD Spleen dataset	http://medicaldecathlon.com
VISTA	https://github.com/Project-MONAI/VISTA
	https://github.com/Project-MONAI/tutorials.git#2d-registration
registration using mednist	https://github.com/Project-MONAI/tutorials/blob/main/2d_registration/registration_mednist.ipynb
	https://github.com/Project-MONAI/tutorials.git#registration-using-mednist
	https://github.com/Project-MONAI/tutorials.git#3d-registration
3D registration using paired lung CT	https://github.com/Project-MONAI/tutorials/blob/main/3d_registration/paired_lung_ct.ipynb
	https://github.com/Project-MONAI/tutorials.git#3d-registration-using-paired-lung-ct
3D registration using unpaired brain MR	https://github.com/Project-MONAI/tutorials/blob/main/3d_registration/learn2reg_oasis_unpaired_brain_mr.ipynb
	https://github.com/Project-MONAI/tutorials.git#3d-registration-using-unpaired-brain-mr
DeepAtlas	https://github.com/Project-MONAI/tutorials/blob/main/deep_atlas/deep_atlas_tutorial.ipynb
	https://github.com/Project-MONAI/tutorials.git#deepatlas
	https://github.com/Project-MONAI/tutorials.git#deepgrow
Deepgrow	https://github.com/Project-MONAI/tutorials/blob/main/deepgrow
	https://github.com/Project-MONAI/tutorials.git#deepgrow-1
	https://github.com/Project-MONAI/tutorials.git#deepedit
DeepEdit	https://github.com/Project-MONAI/tutorials/blob/main/deepedit/ignite
	https://github.com/Project-MONAI/tutorials.git#deepedit-1
	https://github.com/Project-MONAI/tutorials.git#deployment
BentoML	https://github.com/Project-MONAI/tutorials/blob/main/deployment/bentoml
	https://github.com/Project-MONAI/tutorials.git#bentoml
BentoML	https://www.bentoml.ai/
Ray	https://github.com/Project-MONAI/tutorials/blob/main/deployment/ray
	https://github.com/Project-MONAI/tutorials.git#ray
Ray	https://docs.ray.io/en/master/serve/index.html#rayserve
Triton	https://github.com/Project-MONAI/tutorials/blob/main/deployment/Triton
	https://github.com/Project-MONAI/tutorials.git#triton
See Triton Inference Server/python_backend documentation	https://github.com/triton-inference-server/python_backend#usage
	https://github.com/Project-MONAI/tutorials.git#experiment-management
Aim	https://github.com/Project-MONAI/tutorials/blob/main/experiment_management/spleen_segmentation_aim.ipynb
	https://github.com/Project-MONAI/tutorials.git#aim
Aim	https://aimstack.io/aim-monai-tutorial/
MLFlow	https://github.com/Project-MONAI/tutorials/blob/main/experiment_management/spleen_segmentation_mlflow.ipynb
	https://github.com/Project-MONAI/tutorials.git#mlflow
MLFlow	https://www.mlflow.org/docs/latest/tracking.html
MONAI bundle integrates MLFlow	https://github.com/Project-MONAI/tutorials/blob/main/experiment_management/bundle_integrate_mlflow.ipynb
	https://github.com/Project-MONAI/tutorials.git#monai-bundle-integrates-mlflow
ClearML	https://github.com/Project-MONAI/tutorials/blob/main/experiment_management/unet_segmentation_3d_ignite_clearml.ipynb
	https://github.com/Project-MONAI/tutorials.git#clearml
ClearML	https://clear.ml/docs/latest/docs/
	https://github.com/Project-MONAI/tutorials.git#federated-learning
NVFlare	https://github.com/Project-MONAI/tutorials/blob/main/federated_learning/nvflare
	https://github.com/Project-MONAI/tutorials.git#nvflare
NVFlare	https://pypi.org/project/nvflare/
OpenFL	https://github.com/Project-MONAI/tutorials/blob/main/federated_learning/openfl
	https://github.com/Project-MONAI/tutorials.git#openfl
OpenFL	https://github.com/intel/openfl
Substra	https://github.com/Project-MONAI/tutorials/blob/main/federated_learning/substra
	https://github.com/Project-MONAI/tutorials.git#substra
Breast Density FL Challenge	https://github.com/Project-MONAI/tutorials/blob/main/federated_learning/breast_density_challenge
	https://github.com/Project-MONAI/tutorials.git#breast-density-fl-challenge
ACR-NVIDIA-NCI Breast Density FL challenge	http://breastdensityfl.acr.org
	https://github.com/Project-MONAI/tutorials.git#digital-pathology
Whole Slide Tumor Detection	https://github.com/Project-MONAI/tutorials/blob/main/pathology/tumor_detection
	https://github.com/Project-MONAI/tutorials.git#whole-slide-tumor-detection
Profiling Whole Slide Tumor Detection	https://github.com/Project-MONAI/tutorials/blob/main/pathology/tumor_detection
	https://github.com/Project-MONAI/tutorials.git#profiling-whole-slide-tumor-detection
Multiple Instance Learning WSI classification	https://github.com/Project-MONAI/tutorials/blob/main/pathology/multiple_instance_learning
	https://github.com/Project-MONAI/tutorials.git#multiple-instance-learning-wsi-classification
NuClick Annotation	https://github.com/Project-MONAI/tutorials/blob/main/pathology/nuclick#nuclick-interaction-model
	https://github.com/Project-MONAI/tutorials.git#nuclick-annotation
HoVerNet:Nuclear segmentation and classification task	https://github.com/Project-MONAI/tutorials/blob/main/pathology/hovernet
	https://github.com/Project-MONAI/tutorials.git#hovernetnuclear-segmentation-and-classification-task
HoVerNet	https://www.sciencedirect.com/science/article/abs/pii/S1361841519301045
Nuclei Classification	https://github.com/Project-MONAI/tutorials/blob/main/pathology/nuclick#nuclei-classification-model
	https://github.com/Project-MONAI/tutorials.git#nuclei-classification
	https://github.com/Project-MONAI/tutorials.git#acceleration
fast_model_training_guide	https://github.com/Project-MONAI/tutorials/blob/main/acceleration/fast_model_training_guide.md
	https://github.com/Project-MONAI/tutorials.git#fast_model_training_guide
distributed_training	https://github.com/Project-MONAI/tutorials/blob/main/acceleration/distributed_training
	https://github.com/Project-MONAI/tutorials.git#distributed_training
automatic_mixed_precision	https://github.com/Project-MONAI/tutorials/blob/main/acceleration/automatic_mixed_precision.ipynb
	https://github.com/Project-MONAI/tutorials.git#automatic_mixed_precision
dataset_type_performance	https://github.com/Project-MONAI/tutorials/blob/main/acceleration/dataset_type_performance.ipynb
	https://github.com/Project-MONAI/tutorials.git#dataset_type_performance
fast_training_tutorial	https://github.com/Project-MONAI/tutorials/blob/main/acceleration/fast_training_tutorial.ipynb
	https://github.com/Project-MONAI/tutorials.git#fast_training_tutorial
threadbuffer_performance	https://github.com/Project-MONAI/tutorials/blob/main/acceleration/threadbuffer_performance.ipynb
	https://github.com/Project-MONAI/tutorials.git#threadbuffer_performance
transform_speed	https://github.com/Project-MONAI/tutorials/blob/main/acceleration/transform_speed.ipynb
	https://github.com/Project-MONAI/tutorials.git#transform_speed
TensorRT_inference_acceleration	https://github.com/Project-MONAI/tutorials/blob/main/acceleration/TensorRT_inference_acceleration.ipynb
	https://github.com/Project-MONAI/tutorials.git#tensorrt_inference_acceleration
	https://github.com/Project-MONAI/tutorials.git#model-zoo
easy_integrate_bundle	https://github.com/Project-MONAI/tutorials/blob/main/model_zoo/app_integrate_bundle
	https://github.com/Project-MONAI/tutorials.git#easy_integrate_bundle
	https://github.com/Project-MONAI/tutorials.git#computer-assisted-intervention
video segmentation	https://github.com/Project-MONAI/tutorials/blob/main/computer_assisted_intervention/video_seg.ipynb
	https://github.com/Project-MONAI/tutorials.git#video-segmentation
endoscopic inbody classification	https://github.com/Project-MONAI/tutorials/blob/main/computer_assisted_intervention/endoscopic_inbody_classification.ipynb
	https://github.com/Project-MONAI/tutorials.git#endoscopic-inbody-classification
	https://github.com/Project-MONAI/tutorials.git#hugging-face
MONAI Hugging Face Pipeline	https://github.com/Project-MONAI/tutorials/blob/main/hugging_face/hugging_face_pipeline_for_monai.ipynb
	https://github.com/Project-MONAI/tutorials.git#monai-hugging-face-pipeline
Fine-tuning for Hugging Face Pipeline	https://github.com/Project-MONAI/tutorials/blob/main/hugging_face/finetune_vista3d_for_hugging_face_pipeline.ipynb
	https://github.com/Project-MONAI/tutorials.git#fine-tuning-for-hugging-face-pipeline
	https://github.com/Project-MONAI/tutorials.git#modules
bundle	https://github.com/Project-MONAI/tutorials/blob/main/bundle
	https://github.com/Project-MONAI/tutorials.git#bundle
competitions	https://github.com/Project-MONAI/tutorials/blob/main/competitions
	https://github.com/Project-MONAI/tutorials.git#competitions
engines	https://github.com/Project-MONAI/tutorials/blob/main/modules/engines
	https://github.com/Project-MONAI/tutorials.git#engines
3d_image_transforms	https://github.com/Project-MONAI/tutorials/blob/main/modules/3d_image_transforms.ipynb
	https://github.com/Project-MONAI/tutorials.git#3d_image_transforms
2d_inference_3d_volume	https://github.com/Project-MONAI/tutorials/blob/main/modules/2d_inference_3d_volume.ipynb
	https://github.com/Project-MONAI/tutorials.git#2d_inference_3d_volume
autoencoder_mednist	https://github.com/Project-MONAI/tutorials/blob/main/modules/autoencoder_mednist.ipynb
	https://github.com/Project-MONAI/tutorials.git#autoencoder_mednist
batch_output_transform	https://github.com/Project-MONAI/tutorials/blob/main/modules/batch_output_transform.ipynb
	https://github.com/Project-MONAI/tutorials.git#batch_output_transform
bending_energy_diffusion_loss_notes	https://github.com/Project-MONAI/tutorials/blob/main/modules/bending_energy_diffusion_loss_notes.ipynb
	https://github.com/Project-MONAI/tutorials.git#bending_energy_diffusion_loss_notes
compute_metric	https://github.com/Project-MONAI/tutorials/blob/main/modules/compute_metric.py
	https://github.com/Project-MONAI/tutorials.git#compute_metric
csv_datasets	https://github.com/Project-MONAI/tutorials/blob/main/modules/csv_datasets.ipynb
	https://github.com/Project-MONAI/tutorials.git#csv_datasets
decollate_batch	https://github.com/Project-MONAI/tutorials/blob/main/modules/decollate_batch.ipynb
	https://github.com/Project-MONAI/tutorials.git#decollate_batch
image_dataset	https://github.com/Project-MONAI/tutorials/blob/main/modules/image_dataset.ipynb
	https://github.com/Project-MONAI/tutorials.git#image_dataset
dynunet_tutorial	https://github.com/Project-MONAI/tutorials/blob/main/modules/dynunet_pipeline
	https://github.com/Project-MONAI/tutorials.git#dynunet_tutorial
integrate_3rd_party_transforms	https://github.com/Project-MONAI/tutorials/blob/main/modules/integrate_3rd_party_transforms.ipynb
	https://github.com/Project-MONAI/tutorials.git#integrate_3rd_party_transforms
inverse transformations and test-time augmentations	https://github.com/Project-MONAI/tutorials/blob/main/modules/inverse_transforms_and_test_time_augmentations.ipynb
	https://github.com/Project-MONAI/tutorials.git#inverse-transformations-and-test-time-augmentations
layer wise learning rate	https://github.com/Project-MONAI/tutorials/blob/main/modules/layer_wise_learning_rate.ipynb
	https://github.com/Project-MONAI/tutorials.git#layer-wise-learning-rate
learning rate finder	https://github.com/Project-MONAI/tutorials/blob/main/modules/learning_rate.ipynb
	https://github.com/Project-MONAI/tutorials.git#learning-rate-finder
load_medical_images	https://github.com/Project-MONAI/tutorials/blob/main/modules/load_medical_images.ipynb
	https://github.com/Project-MONAI/tutorials.git#load_medical_images
mednist_GAN_tutorial	https://github.com/Project-MONAI/tutorials/blob/main/modules/mednist_GAN_tutorial.ipynb
	https://github.com/Project-MONAI/tutorials.git#mednist_gan_tutorial
mednist_GAN_workflow_dict	https://github.com/Project-MONAI/tutorials/blob/main/modules/mednist_GAN_workflow_dict.ipynb
	https://github.com/Project-MONAI/tutorials.git#mednist_gan_workflow_dict
mednist_GAN_workflow_array	https://github.com/Project-MONAI/tutorials/blob/main/modules/mednist_GAN_workflow_array.ipynb
	https://github.com/Project-MONAI/tutorials.git#mednist_gan_workflow_array
cross_validation_models_ensemble	https://github.com/Project-MONAI/tutorials/blob/main/modules/cross_validation_models_ensemble.ipynb
	https://github.com/Project-MONAI/tutorials.git#cross_validation_models_ensemble
nifti_read_example	https://github.com/Project-MONAI/tutorials/blob/main/modules/nifti_read_example.ipynb
	https://github.com/Project-MONAI/tutorials.git#nifti_read_example
network_api	https://github.com/Project-MONAI/tutorials/blob/main/modules/network_api.ipynb
	https://github.com/Project-MONAI/tutorials.git#network_api
postprocessing_transforms	https://github.com/Project-MONAI/tutorials/blob/main/modules/postprocessing_transforms.ipynb
	https://github.com/Project-MONAI/tutorials.git#postprocessing_transforms
public_datasets	https://github.com/Project-MONAI/tutorials/blob/main/modules/public_datasets.ipynb
	https://github.com/Project-MONAI/tutorials.git#public_datasets
tcia_csv_processing	https://github.com/Project-MONAI/tutorials/blob/main/modules/tcia_csv_processing.ipynb
	https://github.com/Project-MONAI/tutorials.git#tcia_csv_processing
transforms_demo_2d	https://github.com/Project-MONAI/tutorials/blob/main/modules/transforms_demo_2d.ipynb
	https://github.com/Project-MONAI/tutorials.git#transforms_demo_2d
UNet_input_size_constraints	https://github.com/Project-MONAI/tutorials/blob/main/modules/UNet_input_size_constraints.ipynb
	https://github.com/Project-MONAI/tutorials.git#unet_input_size_constraints
TorchIO, MONAI, PyTorch Lightning	https://github.com/Project-MONAI/tutorials/blob/main/modules/TorchIO_MONAI_PyTorch_Lightning.ipynb
	https://github.com/Project-MONAI/tutorials.git#torchio-monai-pytorch-lightning
varautoencoder_mednist	https://github.com/Project-MONAI/tutorials/blob/main/modules/varautoencoder_mednist.ipynb
	https://github.com/Project-MONAI/tutorials.git#varautoencoder_mednist
interpretability	https://github.com/Project-MONAI/tutorials/blob/main/modules/interpretability
	https://github.com/Project-MONAI/tutorials.git#interpretability
Transform visualization	https://github.com/Project-MONAI/tutorials/blob/main/modules/transform_visualization.ipynb
	https://github.com/Project-MONAI/tutorials.git#transform-visualization
Auto3DSeg	https://github.com/Project-MONAI/tutorials/blob/main/auto3dseg
	https://github.com/Project-MONAI/tutorials.git#auto3dseg
	https://github.com/Project-MONAI/tutorials.git#self-supervised-learning
self_supervised_pretraining	https://github.com/Project-MONAI/tutorials/blob/main/self_supervised_pretraining/vit_unetr_ssl/ssl_train.ipynb
	https://github.com/Project-MONAI/tutorials.git#self_supervised_pretraining
self_supervised_pretraining_based_finetuning	https://github.com/Project-MONAI/tutorials/blob/main/self_supervised_pretraining/vit_unetr_ssl/ssl_finetune.ipynb
	https://github.com/Project-MONAI/tutorials.git#self_supervised_pretraining_based_finetuning
Generative Model	https://github.com/Project-MONAI/tutorials/blob/main/generation
	https://github.com/Project-MONAI/tutorials.git#generative-model
3D latent diffusion model	https://github.com/Project-MONAI/tutorials/blob/main/generation/3d_ldm
	https://github.com/Project-MONAI/tutorials.git#3d-latent-diffusion-model
2D latent diffusion model	https://github.com/Project-MONAI/tutorials/blob/main/generation/2d_ldm
	https://github.com/Project-MONAI/tutorials.git#2d-latent-diffusion-model
Brats 3D latent diffusion model	https://github.com/Project-MONAI/tutorials/blob/main/generation/3d_ldm/README.md
	https://github.com/Project-MONAI/tutorials.git#brats-3d-latent-diffusion-model
MAISI 3D latent diffusion model	https://github.com/Project-MONAI/tutorials/blob/main/generation/maisi/README.md
	https://github.com/Project-MONAI/tutorials.git#maisi-3d-latent-diffusion-model
SPADE in VAE-GAN for Semantic Image Synthesis on 2D BraTS Data	https://github.com/Project-MONAI/tutorials/blob/main/generation/spade_gan
	https://github.com/Project-MONAI/tutorials.git#spade-in-vae-gan-for-semantic-image-synthesis-on-2d-brats-data
Applying Latent Diffusion Models to 2D BraTS Data for Semantic Image Synthesis	https://github.com/Project-MONAI/tutorials/blob/main/generation/spade_ldm
	https://github.com/Project-MONAI/tutorials.git#applying-latent-diffusion-models-to-2d-brats-data-for-semantic-image-synthesis
Diffusion Models for Implicit Image Segmentation Ensembles	https://github.com/Project-MONAI/tutorials/blob/main/generation/image_to_image_translation
	https://github.com/Project-MONAI/tutorials.git#diffusion-models-for-implicit-image-segmentation-ensembles
Evaluate Realism and Diversity of the generated images	https://github.com/Project-MONAI/tutorials/blob/main/generation/realism_diversity_metrics
	https://github.com/Project-MONAI/tutorials.git#evaluate-realism-and-diversity-of-the-generated-images
VISTA2D	https://github.com/Project-MONAI/tutorials/blob/main/vista_2d
	https://github.com/Project-MONAI/tutorials.git#vista2d
MONAI	https://monai.io/
Segment Anything Model (SAM)	https://github.com/facebookresearch/segment-anything
Cellpose dataset	https://www.cellpose.org/
jupyter-notebook	https://github.com/topics/jupyter-notebook
pytorch	https://github.com/topics/pytorch
monai	https://github.com/topics/monai
monai-tutorials	https://github.com/topics/monai-tutorials
monai-workflows	https://github.com/topics/monai-workflows
Readme	https://github.com/Project-MONAI/tutorials.git#readme-ov-file
Apache-2.0 license	https://github.com/Project-MONAI/tutorials.git#Apache-2.0-1-ov-file
Contributing	https://github.com/Project-MONAI/tutorials.git#contributing-ov-file
Please reload this page	https://github.com/Project-MONAI/tutorials.git
Activity	https://github.com/Project-MONAI/tutorials/activity
Custom properties	https://github.com/Project-MONAI/tutorials/custom-properties
2.4k stars	https://github.com/Project-MONAI/tutorials/stargazers
35 watching	https://github.com/Project-MONAI/tutorials/watchers
779 forks	https://github.com/Project-MONAI/tutorials/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FProject-MONAI%2Ftutorials&report=Project-MONAI+%28user%29
Releases	https://github.com/Project-MONAI/tutorials/releases
13 tags	https://github.com/Project-MONAI/tutorials/tags
Contributors 93	https://github.com/Project-MONAI/tutorials/graphs/contributors
	https://github.com/Nic-Ma
	https://github.com/apps/pre-commit-ci
	https://github.com/wyli
	https://github.com/KumoLiu
	https://github.com/yiheng-wang-nv
	https://github.com/mingxin-zheng
	https://github.com/ericspod
	https://github.com/rijobro
	https://github.com/Can-Zhao
	https://github.com/dongyang0122
	https://github.com/bhashemian
	https://github.com/finalelement
	https://github.com/binliunls
	https://github.com/monai-bot
+ 79 contributors	https://github.com/Project-MONAI/tutorials/graphs/contributors
Jupyter Notebook 98.5%	https://github.com/Project-MONAI/tutorials/search?l=jupyter-notebook
Python 1.4%	https://github.com/Project-MONAI/tutorials/search?l=python
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

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