{
    "display_name": "Segmentation: TotalSegmentator MRI",
    "short_description": "<b>Description:</b><br>KonfAI-accelerated adaptation of <a href='https://github.com/wasserth/TotalSegmentator'>TotalSegmentator MRI</a>, delivering fast multimodal segmentation of <b>80 major anatomical structures</b> from <b>MRI and CT</b> scans, with significantly reduced inference overhead vs. the original nnU-Net workflow.<br><br><b>How to cite:</b><br><cite>T. Akinci D’Antonoli et al., <i>TotalSegmentator MRI: Robust Sequence-Independent Segmentation of Multiple Anatomic Structures in MRI</i>, Radiology, 2025.</cite>",
    "description": "<b>Description:</b><br>This model integrates TotalSegmentator MRI into the <b>KonfAI</b> inference framework to accelerate deployment in MRI/CT multimodal workflows.<br><br><b>Capabilities:</b><br>• Automatic segmentation of <b>80 major anatomical structures</b> (organs, vessels, skeleton, digestive system)<br>• Robust to <b>sequence variations</b> across scanners, contrasts, acquisition planes, and sites<br>• High-resolution input: <b>1.5 mm isotropic</b><br><br><b>Training data:</b><br>Trained on a highly diverse clinical dataset of <b>1143 scans</b> including <b>616 MRI</b> (30 scanners, 4 sites, many contrast types) and <b>527 CT</b> scans, with expert-validated manual segmentations <br><br><b>How to cite:</b><br><cite>T. Akinci D’Antonoli et al., <i>TotalSegmentator MRI: Robust Sequence-Independent Segmentation of Multiple Anatomic Structures in MRI</i>, Radiology, 2025.</cite>",
    "tta": 0,
    "mc_dropout": 0,
    "terminology": {
        "1": "spleen",
        "2": "kidney_right",
        "3": "kidney_left",
        "4": "gallbladder",
        "5": "liver",
        "6": "stomach",
        "7": "pancreas",
        "8": "adrenal_gland_right",
        "9": "adrenal_gland_left",
        "10": "lung_left",
        "11": "lung_right",
        "12": "esophagus",
        "13": "small_bowel",
        "14": "duodenum",
        "15": "colon",
        "16": "urinary_bladder",
        "17": "prostate",
        "18": "sacrum",
        "19": "vertebrae",
        "20": "intervertebral_discs",
        "21": "spinal_cord",
        "22": "heart",
        "23": "aorta",
        "24": "inferior_vena_cava",
        "25": "portal_vein_and_splenic_vein",
        "26": "iliac_artery_left",
        "27": "iliac_artery_right",
        "28": "iliac_vena_left",
        "29": "iliac_vena_right",
        "30": "humerus_left",
        "31": "humerus_right",
        "32": "scapula_left",
        "33": "scapula_right",
        "34": "clavicula_left",
        "35": "clavicula_right",
        "36": "femur_left",
        "37": "femur_right",
        "38": "hip_left",
        "39": "hip_right",
        "40": "gluteus_maximus_left",
        "41": "gluteus_maximus_right",
        "42": "gluteus_medius_left",
        "43": "gluteus_medius_right",
        "44": "gluteus_minimus_left",
        "45": "gluteus_minimus_right",
        "46": "autochthon_left",
        "47": "autochthon_right",
        "48": "iliopsoas_left",
        "49": "iliopsoas_right",
        "50": "brain"
    }
}