
Commit of swin_unetr_btcv_segmentation_v0.1.0.zip from Project-MONAI/model-zoo/hosting_storage_v1
0d014cc
{ | |
"schema": "https://github.com/Project-MONAI/MONAI-extra-test-data/releases/download/0.8.1/meta_schema_20220324.json", | |
"version": "0.1.0", | |
"changelog": { | |
"0.1.0": "complete the model package", | |
"0.0.1": "initialize the model package structure" | |
}, | |
"monai_version": "0.9.0", | |
"pytorch_version": "1.10.0", | |
"numpy_version": "1.21.2", | |
"optional_packages_version": { | |
"nibabel": "3.2.1", | |
"pytorch-ignite": "0.4.8", | |
"einops": "0.4.1" | |
}, | |
"task": "BTCV multi-organ segmentation", | |
"description": "A pre-trained model for volumetric (3D) multi-organ segmentation from CT image", | |
"authors": "MONAI team", | |
"copyright": "Copyright (c) MONAI Consortium", | |
"data_source": "RawData.zip from https://www.synapse.org/#!Synapse:syn3193805/wiki/217752/", | |
"data_type": "nibabel", | |
"image_classes": "single channel data, intensity scaled to [0, 1]", | |
"label_classes": "multi-channel data,0:background,1:spleen, 2:Right Kidney, 3:Left Kideny, 4:Gallbladder, 5:Esophagus, 6:Liver, 7:Stomach, 8:Aorta, 9:IVC, 10:Portal and Splenic Veins, 11:Pancreas, 12:Right adrenal gland, 13:Left adrenal gland", | |
"pred_classes": "14 channels OneHot data, 0:background,1:spleen, 2:Right Kidney, 3:Left Kideny, 4:Gallbladder, 5:Esophagus, 6:Liver, 7:Stomach, 8:Aorta, 9:IVC, 10:Portal and Splenic Veins, 11:Pancreas, 12:Right adrenal gland, 13:Left adrenal gland", | |
"eval_metrics": { | |
"mean_dice": 0.8283 | |
}, | |
"intended_use": "This is an example, not to be used for diagnostic purposes", | |
"references": [ | |
"Hatamizadeh, Ali, et al. 'Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images. arXiv preprint arXiv:2201.01266 (2022). https://arxiv.org/abs/2201.01266.", | |
"Tang, Yucheng, et al. 'Self-supervised pre-training of swin transformers for 3d medical image analysis. arXiv preprint arXiv:2111.14791 (2021). https://arxiv.org/abs/2111.14791." | |
], | |
"network_data_format": { | |
"inputs": { | |
"image": { | |
"type": "image", | |
"format": "hounsfield", | |
"modality": "CT", | |
"num_channels": 1, | |
"spatial_shape": [ | |
96, | |
96, | |
96 | |
], | |
"dtype": "float32", | |
"value_range": [ | |
0, | |
1 | |
], | |
"is_patch_data": true, | |
"channel_def": { | |
"0": "image" | |
} | |
} | |
}, | |
"outputs": { | |
"pred": { | |
"type": "image", | |
"format": "segmentation", | |
"num_channels": 14, | |
"spatial_shape": [ | |
96, | |
96, | |
96 | |
], | |
"dtype": "float32", | |
"value_range": [ | |
0, | |
1 | |
], | |
"is_patch_data": true, | |
"channel_def": { | |
"0": "background", | |
"1": "spleen", | |
"2": "Right Kidney", | |
"3": "Left Kideny", | |
"4": "Gallbladder", | |
"5": "Esophagus", | |
"6": "Liver", | |
"7": "Stomach", | |
"8": "Aorta", | |
"9": "IVC", | |
"10": "Portal and Splenic Veins", | |
"11": "Pancreas", | |
"12": "Right adrenal gland", | |
"13": "Left adrenal gland" | |
} | |
} | |
} | |
} | |
} | |