Release 3D Slicer MONAI Auto3DSeg models · lassoan/SlicerMONAIAuto3DSeg

Testing hardware: Intel(R) Core(TM) i9-10900X CPU @ 3.70GHz, 64 GB RAM, NVIDIA GeForce RTX 3090 24GB

Abdominal organs TS2 - quick (v2.0.0)

Low-resolution (3mm) for quick preview. Trained on class_map_part_organs of TotalSegmentatorV2 dataset. Input image is abdominal, chest, or whole body CT.

Processing time: 30 sec on GPU, 55 sec on CPU

Segment names: Left Adrenal gland, Right Adrenal gland, Colon, Duodenum, Esophagus, Gallbladder, Left Kidney, Right Kidney, Liver, Left Lower lobe of lung, Right Lower lobe of lung, Middle lobe of right lung, Left Upper lobe of lung, Right Upper lobe of lung, Pancreas, Small Intestine, Spleen, Stomach, Trachea, Urinary bladder, Cyst in Left Kidney, Cyst in Right Kidney, Prostate

Abdominal organs TS2 (v2.0.0)

Trained on class_map_part_organs of TotalSegmentatorV2 dataset. Input image is abdominal, chest, or whole body CT.

Processing time: 30 sec on GPU, 3 min on CPU

Body TS2 (v2.0.0)

Trained on TotalSegmentatorV2 dataset. Input image is abdominal, chest, or whole body CT.

Processing time: 25 sec on GPU, 6 min on CPU

Segment names: Trunk, Limb

Body TS2 - quick (v2.0.0)

Low-resolution (3mm) for quick preview. Trained on TotalSegmentatorV2 dataset. Input image is abdominal, chest, or whole body CT.

Processing time: 20 sec on GPU, 50 sec on CPU

Segment names: Trunk, Limb

Vertebrae TS2 - quick (v2.0.0)

Low-resolution (3mm) for quick preview. Trained on class_map_part_vertebrae of TotalSegmentatorV2 dataset. Input image is abdominal, chest, or whole body CT.

Processing time: 20 sec on GPU, 55 sec on CPU

Segment names: Sacrum, C1 vertebra, C2 vertebra, C3 vertebra, C4 vertebra, C5 vertebra, C6 vertebra, C7 vertebra, L1 vertebra, L2 vertebra, L3 vertebra, L4 vertebra, L5 vertebra, T1 vertebra, T2 vertebra, T3 vertebra, T4 vertebra, T5 vertebra, T6 vertebra, T7 vertebra, T8 vertebra, T9 vertebra, T10 vertebra, T11 vertebra, T12 vertebra

Vertebrae TS2 (v2.0.0)

Trained on class_map_part_vertebrae of TotalSegmentatorV2 dataset. Input image is abdominal, chest, or whole body CT.

Processing time: 25 sec on GPU, 7 min on CPU

Mediastinal anatomy TS2 (v2.0.1)

Trained on TotalSegmentatorV2 dataset. Input image is abdominal, chest, or whole body CT.

Processing time: 30 sec on GPU, 7 min on CPU

Segment names: Aorta, Esophagus, Inferior vena cava, Left Lower lobe of lung, Right Lower lobe of lung, Middle lobe of right lung, Left Upper lobe of lung, Right Upper lobe of lung, Pulmonary artery, Trachea, Heart, Pulmonary vein, Brachiocephalic artery, Right Subclavian artery, Left Subclavian artery, Right Common carotid artery, Left Common carotid artery, Left Brachiocephalic vein, Right Brachiocephalic vein, Left Entire atrial appendage, Superior Vena cava, Blood vessel in Lung

Mediastinal anatomy TS2 - quick (v2.0.0)

Low-resolution (3mm) for quick preview. Trained on TotalSegmentatorV2 dataset. Input image is abdominal, chest, or whole body CT.

Processing time: 20 sec on GPU, 50 sec on CPU

Segment names: Aorta, Esophagus, Inferior vena cava, Left Lower lobe of lung, Right Lower lobe of lung, Middle lobe of right lung, Left Upper lobe of lung, Right Upper lobe of lung, Trachea, Heart, Pulmonary vein, Brachiocephalic artery, Right Subclavian artery, Left Subclavian artery, Right Common carotid artery, Left Common carotid artery, Left Brachiocephalic vein, Right Brachiocephalic vein, Left Entire atrial appendage, Superior Vena cava

Whole body segmentation TS1 (v1.0.0)

Segment 104 structures (abdominal organs, bones, vessels) on CT images. Trained on TotalSegmentatorV1 dataset.

Processing time: 45 sec on GPU, 4 min on CPU

Segment names: Left Adrenal gland, Right Adrenal gland, Aorta, Left Deep muscle of back, Right Deep muscle of back, Brain, Left Clavicle, Right Clavicle, Colon, Duodenum, Esophagus, Face, Left Femur, Right Femur, Gallbladder, Left Gluteus maximus muscle, Right Gluteus maximus muscle, Left Gluteus medius muscle, Right Gluteus medius muscle, Left Gluteus minius muscle, Right Gluteus minius muscle, Left atrium, Right atrium, Myocardium, Left ventricle of heart, Right ventricle of heart, Left Hip, Right Hip, Left Humerus, Right Humerus, Left Common iliac artery, Right Common iliac artery, Left Common iliac vein, Right Common iliac vein, Left Iliopsoas muscle, Right Iliopsoas muscle, Inferior vena cava, Left Kidney, Right Kidney, Liver, Left Lower lobe of lung, Right Lower lobe of lung, Middle lobe of right lung, Left Upper lobe of lung, Right Upper lobe of lung, Pancreas, Portal vein and splenic vein, Pulmonary artery, Left First rib, Left Second rib, Left Third rib, Left Fourth rib, Left Fifth rib, Left Sixth rib, Left Seventh rib, Left Eighth rib, Left Ninth rib, Left Tenth rib, Left Eleventh rib, Left Twelfth rib, Right First rib, Right Second rib, Right Third rib, Right Fourth rib, Right Fifth rib, Right Sixth rib, Right Seventh rib, Right Eighth rib, Right Ninth rib, Right Tenth rib, Right Eleventh rib, Right Twelfth rib, Sacrum, Left Scapula, Right Scapula, Small Intestine, Spleen, Stomach, Trachea, Urinary bladder, C1 vertebra, C2 vertebra, C3 vertebra, C4 vertebra, C5 vertebra, C6 vertebra, C7 vertebra, L1 vertebra, L2 vertebra, L3 vertebra, L4 vertebra, L5 vertebra, T1 vertebra, T2 vertebra, T3 vertebra, T4 vertebra, T5 vertebra, T6 vertebra, T7 vertebra, T8 vertebra, T9 vertebra, T10 vertebra, T11 vertebra, T12 vertebra

Whole body segmentation TS1 - quick (v1.0.0)

Segment 104 structures (abdominal organs, bones, vessels) on CT images. Trained on TotalSegmentatorV1 dataset.

Processing time: 35 sec on GPU, 1 min on CPU

Whole body segmentation TS2 - quick (v2.0.0)

Segment >100 structures (abdominal organs, bones, vessels, etc) on CT images. Trained on TotalSegmentatorV2 dataset.

Processing time: 35 sec on GPU, 1 min on CPU

Segment names: Spleen, Right Kidney, Left Kidney, Gallbladder, Liver, Stomach, Pancreas, Right Adrenal gland, Left Adrenal gland, Left Upper lobe of lung, Left Lower lobe of lung, Right Upper lobe of lung, Middle lobe of right lung, Right Lower lobe of lung, Esophagus, Trachea, Thyroid gland, Small Intestine, Duodenum, Colon, Urinary bladder, Prostate, Cyst in Left Kidney, Cyst in Right Kidney, Sacrum, S1 vertebra, L5 vertebra, L4 vertebra, L3 vertebra, L2 vertebra, L1 vertebra, T12 vertebra, T11 vertebra, T10 vertebra, T9 vertebra, T8 vertebra, T7 vertebra, T6 vertebra, T5 vertebra, T4 vertebra, T3 vertebra, T2 vertebra, T1 vertebra, C7 vertebra, C6 vertebra, C5 vertebra, C4 vertebra, C3 vertebra, C2 vertebra, C1 vertebra, Heart, Aorta, Pulmonary vein, Brachiocephalic artery, Right Subclavian artery, Left Subclavian artery, Right Common carotid artery, Left Common carotid artery, Left Brachiocephalic vein, Right Brachiocephalic vein, Left Entire atrial appendage, Superior Vena cava, Inferior vena cava, Portal vein and splenic vein, Left Common iliac artery, Right Common iliac artery, Left Common iliac vein, Right Common iliac vein, Left Humerus, Right Humerus, Left Scapula, Right Scapula, Left Clavicle, Right Clavicle, Left Femur, Right Femur, Left Hip, Right Hip, Spinal cord, Left Gluteus maximus muscle, Right Gluteus maximus muscle, Left Gluteus medius muscle, Right Gluteus medius muscle, Left Gluteus minius muscle, Right Gluteus minius muscle, Left Deep muscle of back, Right Deep muscle of back, Left Iliopsoas muscle, Right Iliopsoas muscle, Brain, Skull, Right Fourth rib, Right Third rib, Left First rib, Left Second rib, Left Third rib, Left Fourth rib, Left Fifth rib, Left Sixth rib, Left Seventh rib, Left Eighth rib, Left Ninth rib, Left Tenth rib, Left Eleventh rib, Left Twelfth rib, Right First rib, Right Second rib, Right Fifth rib, Right Sixth rib, Right Seventh rib, Right Eighth rib, Right Ninth rib, Right Tenth rib, Right Eleventh rib, Right Twelfth rib, Sternum, Entire costal cartilage

Abdominal organs TS1 (v1.4.0)

Segment 17 abdominal organs. Trained on TotalSegmentatorV1 dataset. Input image is abdominal, chest, or whole body CT.

Processing time: 30 sec on GPU, 3 min on CPU

Segment names: Left Adrenal gland, Right Adrenal gland, Aorta, Gallbladder, Inferior vena cava, Left Kidney, Right Kidney, Liver, Left Lower lobe of lung, Right Lower lobe of lung, Middle lobe of right lung, Left Upper lobe of lung, Right Upper lobe of lung, Pancreas, Portal vein and splenic vein, Spleen, Stomach

Prostate - Multisequence (v1.0.0)

Segments peripheral (PZ) and transition zone (TZ) on T2 and ADC sequences. Trained on Medical Segmentation Decathlon dataset.

Processing time: 15 sec on GPU, 20 sec on CPU

Segment names: Peripheral zone of prostate, Transition zone of prostate

Ribs TS2 - quick (v2.0.0)

Low-resolution (3mm) for quick preview. Trained on class_map_part_ribs of TotalSegmentatorV2 dataset. Input image is abdominal, chest, or whole body CT.

Processing time: 20 sec on GPU, 55 sec on CPU

Segment names: Left First rib, Left Second rib, Left Third rib, Left Fourth rib, Left Fifth rib, Left Sixth rib, Left Seventh rib, Left Eighth rib, Left Ninth rib, Left Tenth rib, Left Eleventh rib, Left Twelfth rib, Right First rib, Right Second rib, Right Third rib, Right Fourth rib, Right Fifth rib, Right Sixth rib, Right Seventh rib, Right Eighth rib, Right Ninth rib, Right Tenth rib, Right Eleventh rib, Right Twelfth rib, Sternum, Entire costal cartilage

Ribs TS2 (v2.0.0)

class_map_part_ribs: Trained on TotalSegmentatorV2 dataset. Input image is abdominal, chest, or whole body CT.

Processing time: 30 sec on GPU, 7 min on CPU

Muscles TS2 - quick (v2.0.0)

Low-resolution (3mm) for quick preview. Trained on class_map_part_muscles of TotalSegmentatorV2 dataset. Input image is abdominal, chest, or whole body CT.

Processing time: 25 sec on GPU, 40 sec on CPU

Segment names: Left Deep muscle of back, Right Deep muscle of back, Brain, Left Clavicle, Right Clavicle, Left Femur, Right Femur, Left Gluteus maximus muscle, Right Gluteus maximus muscle, Left Gluteus medius muscle, Right Gluteus medius muscle, Left Gluteus minius muscle, Right Gluteus minius muscle, Left Hip, Right Hip, Left Humerus, Right Humerus, Left Iliopsoas muscle, Right Iliopsoas muscle, Left Scapula, Right Scapula, Skull, Spinal cord

Muscles TS2 (v2.0.0)

Trained on class_map_part_muscles of TotalSegmentatorV2 dataset. Input image is abdominal, chest, or whole body CT.

Processing time: 30 sec on GPU, 3 min on CPU

Cardiac TS2 - quick (v2.0.0)

Low-resolution (3mm) for quick preview. Trained on class_map_part_cardiac of TotalSegmentatorV2 dataset.

Processing time: 20 sec on GPU, 55 sec on CPU

Segment names: Aorta, Left Common iliac artery, Right Common iliac artery, Left Common iliac vein, Right Common iliac vein, Inferior vena cava, Portal vein and splenic vein, Heart, Pulmonary vein, Brachiocephalic artery, Right Subclavian artery, Left Subclavian artery, Right Common carotid artery, Left Common carotid artery, Left Brachiocephalic vein, Right Brachiocephalic vein, Left Entire atrial appendage, Superior Vena cava

Cardiac TS2 (v2.0.0)

class_map_part_cardiac: Trained on TotalSegmentatorV2 dataset.

Processing time: 25 sec on GPU, 7 min on CPU

Lungs - quick (v2.0.0)

Low-resolution (3mm) for quick preview. Trained on TotalSegmentatorV2 dataset.

Processing time: 20 sec on GPU, 40 sec on CPU

Segment names: Left Lower lobe of lung, Right Lower lobe of lung, Middle lobe of right lung, Left Upper lobe of lung, Right Upper lobe of lung, Trachea, Pulmonary vein

Lungs (v2.0.1)

Segment 9 segments: lung segments, pulmonary vein, pulmonary artery, lung vessels and trachea. Trained on TotalSegmentatorV2 dataset. In v1.x there are no pulmonary vein and artery segments but there is esophagus.

Processing time: 20 sec on GPU, 3 min on CPU

Segment names: Left Lower lobe of lung, Right Lower lobe of lung, Middle lobe of right lung, Left Upper lobe of lung, Right Upper lobe of lung, Pulmonary artery, Trachea, Pulmonary vein, Blood vessel in Lung

Hips and spine (v1.2.0)

Segment 27 segments: hips, sacrum and vertebrae. Trained on TotalSegmentatorV1 dataset. Input image is abdominal, chest, or whole body CT.

Processing time: 30 sec on GPU, 3 min on CPU

Segment names: Left Hip, Right Hip, Sacrum, C1 vertebra, C2 vertebra, C3 vertebra, C4 vertebra, C5 vertebra, C6 vertebra, C7 vertebra, L1 vertebra, L2 vertebra, L3 vertebra, L4 vertebra, L5 vertebra, T1 vertebra, T2 vertebra, T3 vertebra, T4 vertebra, T5 vertebra, T6 vertebra, T7 vertebra, T8 vertebra, T9 vertebra, T10 vertebra, T11 vertebra, T12 vertebra

Aorta (v1.1.0)

Aorta segmentation. Trained on TotalSegmentatorV1 dataset.

Processing time: 45 sec on GPU, 32 min on CPU

Segment names: Aorta

Intracranial hemorrhage (ICrH) Segmentation (v1.0.0)

Intracranial Hemorrhage segmentation using CT images.

Processing time: 20 sec on GPU, 4 min on CPU

Segment names: Hemorrhage in Cerebellum, Hemorrhage in Ventricular system of brain, Hemorrhage in Subdural space, Hemorrhage in Subarachnoid space

Brain and intracranial hemorrhage (ICrH) Segmentation (v1.0.0)

Brain Anatomy and Intracranial Hemorrhage segmentation using CT images.

Processing time: 20 sec on GPU, 4 min on CPU

Segment names: Parenchyma of brain, Subarachnoid space, Dural venous sinus, Septum pellucidum, Cerebellum, Caudate nucleus, Lentiform nucleus, Insula, Internal capsule, Ventricular system of brain, ???, Thalamus, Hemorrhage in Cerebellum, Hemorrhage in Ventricular system of brain, Hemorrhage in Subdural space, Hemorrhage in Subarachnoid space