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Title: GitHub - Project-MONAI/tutorials: MONAI Tutorials

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Description: MONAI Tutorials. Contribute to Project-MONAI/tutorials development by creating an account on GitHub.

Open Graph Description: MONAI Tutorials. Contribute to Project-MONAI/tutorials development by creating an account on GitHub.

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IXI datasethttps://brain-development.org/ixi-dataset
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#3d-regression
densenet_training_array.ipynbhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/3d_regression/densenet_training_array.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#densenet_training_arrayipynb
IXI datasethttps://brain-development.org/ixi-dataset
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#3d-segmentation
ignite exampleshttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/3d_segmentation/ignite
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#ignite-examples-1
torch exampleshttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/3d_segmentation/torch
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#torch-examples-2
brats_segmentation_3dhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/3d_segmentation/brats_segmentation_3d.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#brats_segmentation_3d
MSD Brain Tumor datasethttp://medicaldecathlon.com
spleen_segmentation_3d_aimhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/3d_segmentation/spleen_segmentation_3d_visualization_basic.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#spleen_segmentation_3d_aim
aimhubio/aimhttps://github.com/aimhubio/aim
spleen_segmentation_3d_lightninghttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/3d_segmentation/spleen_segmentation_3d_lightning.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#spleen_segmentation_3d_lightning
PyTorch Lightninghttps://github.com/PyTorchLightning/pytorch-lightning
spleen_segmentation_3dhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/3d_segmentation/spleen_segmentation_3d.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#spleen_segmentation_3d
MSD Spleen datasethttp://medicaldecathlon.com
unet_segmentation_3d_ignitehttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/3d_segmentation/unet_segmentation_3d_ignite.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#unet_segmentation_3d_ignite
COVID 19-20 challenge baselinehttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/3d_segmentation/challenge_baseline
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#covid-19-20-challenge-baseline
COVID-19 LUNG CT LESION SEGMENTATION CHALLENGE - 2020https://covid-segmentation.grand-challenge.org/COVID-19-20/
unetr_btcv_segmentation_3dhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/3d_segmentation/unetr_btcv_segmentation_3d.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#unetr_btcv_segmentation_3d
unetr_btcv_segmentation_3d_lightninghttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/3d_segmentation/unetr_btcv_segmentation_3d_lightning.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#unetr_btcv_segmentation_3d_lightning
PyTorch Lightninghttps://www.pytorchlightning.ai/
vista3dhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/3d_segmentation/vista3d
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#vista3d
MSD Spleen datasethttp://medicaldecathlon.com
VISTAhttps://github.com/Project-MONAI/VISTA
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#2d-registration
registration using mednisthttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/2d_registration/registration_mednist.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#registration-using-mednist
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#3d-registration
3D registration using paired lung CThttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/3d_registration/paired_lung_ct.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#3d-registration-using-paired-lung-ct
3D registration using unpaired brain MRhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/3d_registration/learn2reg_oasis_unpaired_brain_mr.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#3d-registration-using-unpaired-brain-mr
DeepAtlashttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/deep_atlas/deep_atlas_tutorial.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#deepatlas
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#deepgrow
Deepgrowhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/deepgrow
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#deepgrow-1
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#deepedit
DeepEdithttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/deepedit/ignite
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#deepedit-1
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#deployment
BentoMLhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/deployment/bentoml
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#bentoml
BentoMLhttps://www.bentoml.ai/
Rayhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/deployment/ray
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#ray
Rayhttps://docs.ray.io/en/master/serve/index.html#rayserve
Tritonhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/deployment/Triton
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#triton
See Triton Inference Server/python_backend documentationhttps://github.com/triton-inference-server/python_backend#usage
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#experiment-management
Aimhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/experiment_management/spleen_segmentation_aim.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#aim
Aimhttps://aimstack.io/aim-monai-tutorial/
MLFlowhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/experiment_management/spleen_segmentation_mlflow.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#mlflow
MLFlowhttps://www.mlflow.org/docs/latest/tracking.html
MONAI bundle integrates MLFlowhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/experiment_management/bundle_integrate_mlflow.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#monai-bundle-integrates-mlflow
ClearMLhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/experiment_management/unet_segmentation_3d_ignite_clearml.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#clearml
ClearMLhttps://clear.ml/docs/latest/docs/
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#federated-learning
NVFlarehttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/federated_learning/nvflare
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#nvflare
NVFlarehttps://pypi.org/project/nvflare/
OpenFLhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/federated_learning/openfl
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#openfl
OpenFLhttps://github.com/intel/openfl
Substrahttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/federated_learning/substra
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#substra
Breast Density FL Challengehttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/federated_learning/breast_density_challenge
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#breast-density-fl-challenge
ACR-NVIDIA-NCI Breast Density FL challengehttp://breastdensityfl.acr.org
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#digital-pathology
Whole Slide Tumor Detectionhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/pathology/tumor_detection
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#whole-slide-tumor-detection
Profiling Whole Slide Tumor Detectionhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/pathology/tumor_detection
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#profiling-whole-slide-tumor-detection
Multiple Instance Learning WSI classificationhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/pathology/multiple_instance_learning
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#multiple-instance-learning-wsi-classification
NuClick Annotationhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/pathology/nuclick#nuclick-interaction-model
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#nuclick-annotation
HoVerNet:Nuclear segmentation and classification taskhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/pathology/hovernet
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#hovernetnuclear-segmentation-and-classification-task
HoVerNethttps://www.sciencedirect.com/science/article/abs/pii/S1361841519301045
Nuclei Classificationhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/pathology/nuclick#nuclei-classification-model
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#nuclei-classification
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#acceleration
fast_model_training_guidehttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/acceleration/fast_model_training_guide.md
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#fast_model_training_guide
distributed_traininghttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/acceleration/distributed_training
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#distributed_training
automatic_mixed_precisionhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/acceleration/automatic_mixed_precision.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#automatic_mixed_precision
dataset_type_performancehttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/acceleration/dataset_type_performance.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#dataset_type_performance
fast_training_tutorialhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/acceleration/fast_training_tutorial.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#fast_training_tutorial
threadbuffer_performancehttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/acceleration/threadbuffer_performance.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#threadbuffer_performance
transform_speedhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/acceleration/transform_speed.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#transform_speed
TensorRT_inference_accelerationhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/acceleration/TensorRT_inference_acceleration.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#tensorrt_inference_acceleration
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#model-zoo
easy_integrate_bundlehttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/model_zoo/app_integrate_bundle
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#easy_integrate_bundle
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#computer-assisted-intervention
video segmentationhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/computer_assisted_intervention/video_seg.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#video-segmentation
endoscopic inbody classificationhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/computer_assisted_intervention/endoscopic_inbody_classification.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#endoscopic-inbody-classification
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#hugging-face
MONAI Hugging Face Pipelinehttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/hugging_face/hugging_face_pipeline_for_monai.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#monai-hugging-face-pipeline
Fine-tuning for Hugging Face Pipelinehttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/hugging_face/finetune_vista3d_for_hugging_face_pipeline.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#fine-tuning-for-hugging-face-pipeline
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#modules
bundlehttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/bundle
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#bundle
competitionshttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/competitions
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#competitions
engineshttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/engines
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#engines
3d_image_transformshttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/3d_image_transforms.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#3d_image_transforms
2d_inference_3d_volumehttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/2d_inference_3d_volume.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#2d_inference_3d_volume
autoencoder_mednisthttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/autoencoder_mednist.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#autoencoder_mednist
batch_output_transformhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/batch_output_transform.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#batch_output_transform
bending_energy_diffusion_loss_noteshttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/bending_energy_diffusion_loss_notes.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#bending_energy_diffusion_loss_notes
compute_metrichttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/compute_metric.py
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#compute_metric
csv_datasetshttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/csv_datasets.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#csv_datasets
decollate_batchhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/decollate_batch.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#decollate_batch
image_datasethttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/image_dataset.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#image_dataset
dynunet_tutorialhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/dynunet_pipeline
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#dynunet_tutorial
integrate_3rd_party_transformshttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/integrate_3rd_party_transforms.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#integrate_3rd_party_transforms
inverse transformations and test-time augmentationshttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/inverse_transforms_and_test_time_augmentations.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#inverse-transformations-and-test-time-augmentations
layer wise learning ratehttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/layer_wise_learning_rate.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#layer-wise-learning-rate
learning rate finderhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/learning_rate.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#learning-rate-finder
load_medical_imageshttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/load_medical_images.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#load_medical_images
mednist_GAN_tutorialhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/mednist_GAN_tutorial.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#mednist_gan_tutorial
mednist_GAN_workflow_dicthttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/mednist_GAN_workflow_dict.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#mednist_gan_workflow_dict
mednist_GAN_workflow_arrayhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/mednist_GAN_workflow_array.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#mednist_gan_workflow_array
cross_validation_models_ensemblehttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/cross_validation_models_ensemble.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#cross_validation_models_ensemble
nifti_read_examplehttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/nifti_read_example.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#nifti_read_example
network_apihttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/network_api.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#network_api
postprocessing_transformshttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/postprocessing_transforms.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#postprocessing_transforms
public_datasetshttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/public_datasets.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#public_datasets
tcia_csv_processinghttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/tcia_csv_processing.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#tcia_csv_processing
transforms_demo_2dhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/transforms_demo_2d.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#transforms_demo_2d
UNet_input_size_constraintshttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/UNet_input_size_constraints.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#unet_input_size_constraints
TorchIO, MONAI, PyTorch Lightninghttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/TorchIO_MONAI_PyTorch_Lightning.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#torchio-monai-pytorch-lightning
varautoencoder_mednisthttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/varautoencoder_mednist.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#varautoencoder_mednist
interpretabilityhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/interpretability
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#interpretability
Transform visualizationhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/modules/transform_visualization.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#transform-visualization
Auto3DSeghttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/auto3dseg
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#auto3dseg
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#self-supervised-learning
self_supervised_pretraininghttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/self_supervised_pretraining/vit_unetr_ssl/ssl_train.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#self_supervised_pretraining
self_supervised_pretraining_based_finetuninghttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/self_supervised_pretraining/vit_unetr_ssl/ssl_finetune.ipynb
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#self_supervised_pretraining_based_finetuning
Generative Modelhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/generation
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#generative-model
3D latent diffusion modelhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/generation/3d_ldm
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#3d-latent-diffusion-model
2D latent diffusion modelhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/generation/2d_ldm
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#2d-latent-diffusion-model
Brats 3D latent diffusion modelhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/generation/3d_ldm/README.md
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#brats-3d-latent-diffusion-model
MAISI 3D latent diffusion modelhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/generation/maisi/README.md
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#maisi-3d-latent-diffusion-model
SPADE in VAE-GAN for Semantic Image Synthesis on 2D BraTS Datahttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/generation/spade_gan
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#spade-in-vae-gan-for-semantic-image-synthesis-on-2d-brats-data
Applying Latent Diffusion Models to 2D BraTS Data for Semantic Image Synthesishttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/generation/spade_ldm
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#applying-latent-diffusion-models-to-2d-brats-data-for-semantic-image-synthesis
Diffusion Models for Implicit Image Segmentation Ensembleshttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/generation/image_to_image_translation
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#diffusion-models-for-implicit-image-segmentation-ensembles
Evaluate Realism and Diversity of the generated imageshttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/generation/realism_diversity_metrics
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#evaluate-realism-and-diversity-of-the-generated-images
VISTA2Dhttps://patch-diff.githubusercontent.com/Project-MONAI/tutorials/blob/main/vista_2d
https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#vista2d
MONAIhttps://monai.io/
Segment Anything Model (SAM)https://github.com/facebookresearch/segment-anything
Cellpose datasethttps://www.cellpose.org/
jupyter-notebook https://patch-diff.githubusercontent.com/topics/jupyter-notebook
pytorch https://patch-diff.githubusercontent.com/topics/pytorch
monai https://patch-diff.githubusercontent.com/topics/monai
monai-tutorials https://patch-diff.githubusercontent.com/topics/monai-tutorials
monai-workflows https://patch-diff.githubusercontent.com/topics/monai-workflows
Readme https://patch-diff.githubusercontent.com/Project-MONAI/tutorials#readme-ov-file
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