https://team-sudal.tistory.com/27
[JHS] Maisi Inference
Paperhttps://arxiv.org/abs/2409.11169 MAISI: Medical AI for Synthetic ImagingMedical imaging analysis faces challenges such as data scarcity, high annotation costs, and privacy concerns. This paper introduces the Medical AI for Synthetic Imaging (MAISI), a
team-sudal.tistory.com
위 내용 참고하시면 됩니다.
https://github.com/Project-MONAI/model-zoo.git
GitHub - Project-MONAI/model-zoo: MONAI Model Zoo that hosts models in the MONAI Bundle format.
MONAI Model Zoo that hosts models in the MONAI Bundle format. - Project-MONAI/model-zoo
github.com
model-zoo repo 를 받으시면
$ ll
total 144
drwxr-xr-x 36 khkim udas 4096 7월 27 12:31 ./
drwxr-xr-x 8 khkim udas 4096 7월 27 12:31 ../
drwxr-xr-x 5 khkim udas 110 7월 27 12:31 brain_image_synthesis_latent_diffusion_model/
drwxr-xr-x 5 khkim udas 110 7월 27 12:31 brats_mri_axial_slices_generative_diffusion/
drwxr-xr-x 5 khkim udas 110 7월 27 12:31 brats_mri_generative_diffusion/
drwxr-xr-x 5 khkim udas 110 7월 27 12:31 brats_mri_segmentation/
drwxr-xr-x 6 khkim udas 133 7월 27 12:31 breast_density_classification/
drwxr-xr-x 4 khkim udas 91 7월 27 12:31 classification_template/
drwxr-xr-x 5 khkim udas 110 7월 27 12:31 cxr_image_synthesis_latent_diffusion_model/
drwxr-xr-x 5 khkim udas 110 7월 27 12:31 endoscopic_inbody_classification/
drwxr-xr-x 5 khkim udas 110 7월 27 12:31 endoscopic_tool_segmentation/
drwxr-xr-x 5 khkim udas 110 7월 27 12:31 lung_nodule_ct_detection/
drwxr-xr-x 8 khkim udas 166 7월 27 14:24 maisi_ct_generative/
drwxr-xr-x 5 khkim udas 110 7월 27 12:31 mednist_ddpm/
drwxr-xr-x 6 khkim udas 101 7월 27 12:31 mednist_gan/
drwxr-xr-x 5 khkim udas 110 7월 27 12:31 mednist_reg/
-rw-r--r-- 1 khkim udas 136423 7월 27 12:31 model_info.json
drwxr-xr-x 4 khkim udas 91 7월 27 12:31 multi_organ_segmentation/
drwxr-xr-x 5 khkim udas 110 7월 27 12:31 pancreas_ct_dints_segmentation/
drwxr-xr-x 5 khkim udas 110 7월 27 12:31 pathology_nuclei_classification/
drwxr-xr-x 5 khkim udas 110 7월 27 12:31 pathology_nuclei_segmentation_classification/
drwxr-xr-x 5 khkim udas 110 7월 27 12:31 pathology_nuclick_annotation/
drwxr-xr-x 5 khkim udas 110 7월 27 12:31 pathology_tumor_detection/
drwxr-xr-x 5 khkim udas 111 7월 27 12:31 pediatric_abdominal_ct_segmentation/
drwxr-xr-x 5 khkim udas 111 7월 27 12:31 prostate_mri_anatomy/
drwxr-xr-x 5 khkim udas 110 7월 27 12:31 renalStructures_CECT_segmentation/
drwxr-xr-x 5 khkim udas 110 7월 27 12:31 renalStructures_UNEST_segmentation/
drwxr-xr-x 4 khkim udas 91 7월 27 12:31 segmentation_template/
drwxr-xr-x 4 khkim udas 91 7월 27 12:31 spleen_ct_segmentation/
drwxr-xr-x 5 khkim udas 110 7월 27 12:31 spleen_deepedit_annotation/
drwxr-xr-x 4 khkim udas 91 7월 27 12:31 swin_unetr_btcv_segmentation/
drwxr-xr-x 5 khkim udas 110 7월 27 12:31 valve_landmarks/
drwxr-xr-x 4 khkim udas 91 7월 27 12:31 ventricular_short_axis_3label/
drwxr-xr-x 6 khkim udas 143 7월 27 12:31 vista2d/
drwxr-xr-x 5 khkim udas 110 7월 27 12:31 vista3d/
drwxr-xr-x 4 khkim udas 91 7월 27 12:31 wholeBody_ct_segmentation/
drwxr-xr-x 5 khkim udas 110 7월 27 12:31 wholeBrainSeg_Large_UNEST_segmentation/
▲38개 폴더가 있습니다.
그리고 하위 폴더 아무거나 들어가봤습니다.
~/model-zoo/models/brain_image_synthesis_latent_diffusion_model$ ll
total 20
drwxr-xr-x 5 khkim udas 110 7월 27 12:31 ./
drwxr-xr-x 36 khkim udas 4096 7월 27 12:31 ../
drwxr-xr-x 2 khkim udas 85 7월 27 12:31 configs/
drwxr-xr-x 2 khkim udas 55 7월 27 12:31 docs/
-rw-r--r-- 1 khkim udas 399 7월 27 12:31 large_files.yml
-rw-r--r-- 1 khkim udas 11357 7월 27 12:31 LICENSE
drwxr-xr-x 2 khkim udas 55 7월 27 12:31 scripts/
▲폴더 3개에 파일 2개가 있었습니다.
large_files:
- path: "models/autoencoder.pt"
url: "https://drive.google.com/uc?export=download&id=1CZHwxHJWybOsDavipD0EorDPOo_mzNeX"
hash_val: "329e97b3085643ff235f11f049856242"
hash_type: "md5"
- path: "models/model.pt"
url: "https://drive.google.com/uc?export=download&id=1XO-ak93ZuOcGTCpgRtqgIeZq3dG5ExN6"
hash_val: "21c3047556fb671caf0556f1cce6ef22"
hash_type: "md5"
▲ model-zoo/models/brats_mri_axial_slices_generative_diffusion/ large_files.yml
large_files.yml 파일에는 pt 파일 밖에 없습니다.
large_files:
- path: "models/model_autoencoder.pt"
url: "https://developer.download.nvidia.com/assets/Clara/monai/tutorials/model_zoo/model_autoencoder_brats_mri_axial_slices_generative_diffusion_v1.pt"
hash_val: "847a61ad13a68ebfca9c0a8fa6d0d6bd"
hash_type: "md5"
- path: "models/model.pt"
url: "https://developer.download.nvidia.com/assets/Clara/monai/tutorials/model_zoo/model_brats_mri_axial_slices_generative_diffusion_v1.pt"
hash_val: "93a19ea3eaafd9781b4140286b121f37"
hash_type: "md5"
▲ model-zoo/models/brats_mri_axial_slices_generative_diffusion/large_files.yml
`cd model-zoo/models/maisi_ct_generative`를 제외하고는
ct_ large_files.yml 전부 다 model.pt 밖에 없습니다.