File size: 9,302 Bytes
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"display_name": "Segmentation: TotalSegmentator 3mm",
"short_description": "<b>Description:</b><br>Lightweight KonfAI adaptation of <a href='https://github.com/wasserth/TotalSegmentator'>TotalSegmentator</a> trained at <b>3 mm resolution</b>, reducing GPU/RAM requirements while segmenting <b>118 anatomical structures</b> in whole-body CT.<br><br><b>How to cite:</b><br><cite>J. Wasserthal et al., <i>TotalSegmentator: Robust Segmentation of 104 Anatomical Structures in CT Images</i>, Radiology: AI, 2023.</cite>",
"description": "<b>Description:</b><br>KonfAI-optimized version of the original nnU-Net-based TotalSegmentator 3 mm model.<br><br><b>Capabilities:</b><br>• Whole-body CT segmentation of <b>118 structures</b> (organs, bones, muscles, vessels)<br>• Reduced computational footprint for lower memory and faster throughput<br>• <b>3 mm isotropic</b> inference for easier deployment on large datasets<br><br><b>Training data:</b><br>Trained on <b>1204 clinically-derived CT scans</b> with strong diversity in contrast phases, scanner types and pathologies, with expert-reviewed manual annotations<br><br><b>How to cite:</b><br><cite>J. Wasserthal et al., <i>TotalSegmentator: Robust Segmentation of 104 Anatomical Structures in CT Images</i>, Radiology: AI, 2023.</cite>",
"tta": 0,
"mc_dropout": 0,
"models": ["M297.pt"],
"inputs": {
"Volume": {
"display_name": "Input Volume",
"volume_type": "VOLUME",
"required": true
}
},
"outputs": {
"Segmentation": {
"display_name": "Segmentation",
"volume_type": "SEGMENTATION",
"required": true
}
},
"inputs_evaluations": {
"Image": {
"Evaluation.yml": {
"Segmentation": {
"display_name": "Output Segmentation",
"volume_type": "VOLUME",
"required": true
},
"GT_Segmentation": {
"display_name": "GT Segmentation",
"volume_type": "VOLUME",
"required": true
}
}
}
},
"terminology": {
"1": { "name": "spleen", "color": "#4B79EA" },
"2": { "name": "kidney_right", "color": "#A8EA4B" },
"3": { "name": "kidney_left", "color": "#EA4BD7" },
"4": { "name": "gallbladder", "color": "#4BEAC0" },
"5": { "name": "liver", "color": "#EA924B" },
"6": { "name": "stomach", "color": "#634BEA" },
"7": { "name": "pancreas", "color": "#4BEA53" },
"8": { "name": "adrenal_gland_right", "color": "#EA4B82" },
"9": { "name": "adrenal_gland_left", "color": "#B0EA4B" },
"10": { "name": "lung_upper_lobe_left", "color": "#EA4BE0" },
"11": { "name": "lung_lower_lobe_left", "color": "#4BEAB9" },
"12": { "name": "lung_upper_lobe_right", "color": "#EA8B4B" },
"13": { "name": "lung_middle_lobe_right", "color": "#5C4BEA" },
"14": { "name": "lung_lower_lobe_right", "color": "#4BEA5A" },
"15": { "name": "esophagus", "color": "#EA4B89" },
"16": { "name": "trachea", "color": "#B7EA4B" },
"17": { "name": "thyroid_gland", "color": "#EA4BE8" },
"18": { "name": "small_bowel", "color": "#4BEAB2" },
"19": { "name": "duodenum", "color": "#EA844B" },
"20": { "name": "colon", "color": "#554BEA" },
"21": { "name": "urinary_bladder", "color": "#4BEA61" },
"22": { "name": "prostate", "color": "#EA4B90" },
"23": { "name": "kidney_cyst_left", "color": "#BEEA4B" },
"24": { "name": "kidney_cyst_right", "color": "#E94BEA" },
"25": { "name": "sacrum", "color": "#4BEAAB" },
"26": { "name": "vertebrae_S1", "color": "#EA7D4B" },
"27": { "name": "vertebrae_L5", "color": "#4E4BEA" },
"28": { "name": "vertebrae_L4", "color": "#4BEA68" },
"29": { "name": "vertebrae_L3", "color": "#EA4B97" },
"30": { "name": "vertebrae_L2", "color": "#C5EA4B" },
"31": { "name": "vertebrae_L1", "color": "#E24BEA" },
"32": { "name": "vertebrae_T12", "color": "#4BEAA4" },
"33": { "name": "vertebrae_T11", "color": "#EA764B" },
"34": { "name": "vertebrae_T10", "color": "#4B55EA" },
"35": { "name": "vertebrae_T9", "color": "#4BEA6F" },
"36": { "name": "vertebrae_T8", "color": "#EA4B9F" },
"37": { "name": "vertebrae_T7", "color": "#CCEA4B" },
"38": { "name": "vertebrae_T6", "color": "#DB4BEA" },
"39": { "name": "vertebrae_T5", "color": "#4BEA9D" },
"40": { "name": "vertebrae_T4", "color": "#EA6F4B" },
"41": { "name": "vertebrae_T3", "color": "#4B5CEA" },
"42": { "name": "vertebrae_T2", "color": "#4BEA76" },
"43": { "name": "vertebrae_T1", "color": "#EA4BA6" },
"44": { "name": "vertebrae_C7", "color": "#D3EA4B" },
"45": { "name": "vertebrae_C6", "color": "#D44BEA" },
"46": { "name": "vertebrae_C5", "color": "#4BEA96" },
"47": { "name": "vertebrae_C4", "color": "#EA684B" },
"48": { "name": "vertebrae_C3", "color": "#4B63EA" },
"49": { "name": "vertebrae_C2", "color": "#4BEA7D" },
"50": { "name": "vertebrae_C1", "color": "#EA4BAD" },
"51": { "name": "heart", "color": "#DAEA4B" },
"52": { "name": "aorta", "color": "#CD4BEA" },
"53": { "name": "pulmonary_vein", "color": "#4BEA8F" },
"54": { "name": "brachiocephalic_trunk", "color": "#EA614B" },
"55": { "name": "subclavian_artery_right", "color": "#4B6AEA" },
"56": { "name": "subclavian_artery_left", "color": "#4BEA84" },
"57": { "name": "common_carotid_artery_right", "color": "#EA4BB4" },
"58": { "name": "common_carotid_artery_left", "color": "#E1EA4B" },
"59": { "name": "brachiocephalic_vein_left", "color": "#C64BEA" },
"60": { "name": "brachiocephalic_vein_right", "color": "#4BEA88" },
"61": { "name": "atrial_appendage_left", "color": "#EA5B4B" },
"62": { "name": "superior_vena_cava", "color": "#4B71EA" },
"63": { "name": "inferior_vena_cava", "color": "#4BEA8B" },
"64": { "name": "portal_vein_and_splenic_vein", "color": "#EA4BBA" },
"65": { "name": "iliac_artery_left", "color": "#E8EA4B" },
"66": { "name": "iliac_artery_right", "color": "#BF4BEA" },
"67": { "name": "iliac_vena_left", "color": "#4BEA82" },
"68": { "name": "iliac_vena_right", "color": "#EA544B" },
"69": { "name": "humerus_left", "color": "#4B78EA" },
"70": { "name": "humerus_right", "color": "#4BEA92" },
"71": { "name": "scapula_left", "color": "#EA4BC1" },
"72": { "name": "scapula_right", "color": "#EAEA4B" },
"73": { "name": "clavicula_left", "color": "#B84BEA" },
"74": { "name": "clavicula_right", "color": "#4BEA79" },
"75": { "name": "femur_left", "color": "#EA4D4B" },
"76": { "name": "femur_right", "color": "#4B7FEA" },
"77": { "name": "hip_left", "color": "#4BEA99" },
"78": { "name": "hip_right", "color": "#EA4BC8" },
"79": { "name": "spinal_cord", "color": "#EAEC4B" },
"80": { "name": "gluteus_maximus_left", "color": "#B14BEA" },
"81": { "name": "gluteus_maximus_right", "color": "#4BEA72" },
"82": { "name": "gluteus_medius_left", "color": "#EA4B54" },
"83": { "name": "gluteus_medius_right", "color": "#4B86EA" },
"84": { "name": "gluteus_minimus_left", "color": "#4BEAA0" },
"85": { "name": "gluteus_minimus_right", "color": "#EA4BCF" },
"86": { "name": "autochthon_left", "color": "#EAF34B" },
"87": { "name": "autochthon_right", "color": "#AA4BEA" },
"88": { "name": "iliopsoas_left", "color": "#4BEA6B" },
"89": { "name": "iliopsoas_right", "color": "#EA4B5B" },
"90": { "name": "brain", "color": "#4B8DEA" },
"91": { "name": "skull", "color": "#4BEAA7" },
"92": { "name": "rib_left_1", "color": "#EA4BD6" },
"93": { "name": "rib_left_2", "color": "#EAFC4B" },
"94": { "name": "rib_left_3", "color": "#A34BEA" },
"95": { "name": "rib_left_4", "color": "#4BEA64" },
"96": { "name": "rib_left_5", "color": "#EA4B62" },
"97": { "name": "rib_left_6", "color": "#4B94EA" },
"98": { "name": "rib_left_7", "color": "#4BEAAE" },
"99": { "name": "rib_left_8", "color": "#EA4BDD" },
"100": { "name": "rib_left_9", "color": "#F0EA4B" },
"101": { "name": "rib_left_10", "color": "#9C4BEA" },
"102": { "name": "rib_left_11", "color": "#4BEA5D" },
"103": { "name": "rib_left_12", "color": "#EA4B69" },
"104": { "name": "rib_right_1", "color": "#4B9BEA" },
"105": { "name": "rib_right_2", "color": "#4BEAB5" },
"106": { "name": "rib_right_3", "color": "#EA4BE4" },
"107": { "name": "rib_right_4", "color": "#E9EA4B" },
"108": { "name": "rib_right_5", "color": "#954BEA" },
"109": { "name": "rib_right_6", "color": "#4BEA56" },
"110": { "name": "rib_right_7", "color": "#EA4B70" },
"111": { "name": "rib_right_8", "color": "#4BA2EA" },
"112": { "name": "rib_right_9", "color": "#4BEABC" },
"113": { "name": "rib_right_10", "color": "#EA4BEB" },
"114": { "name": "rib_right_11", "color": "#E2EA4B" },
"115": { "name": "rib_right_12", "color": "#8E4BEA" },
"116": { "name": "sternum", "color": "#4BEA4F" },
"117": { "name": "costal_cartilages", "color": "#61EA4B" }
}
} |