3D Structural Case Studies

Objective: 132-segment multi-label boundary delineation of complex cortical lobar architecture.

Target Topology: Cortical lobar structures; 132 discrete multi-label parcellation segments.

Pipeline Node: Offline GPU node / Isolated Linux architecture.

Objective: Multi-label discretization of osseous and dental structures, including mandibular canal routing.

Target Topology: Upper/lower jaw, individual dentition, and the internal mandibular canal.

Pipeline Node: Offline GPU node / Isolated Linux architecture.

Objective: Isolate discrete bone boundaries across adjacent rigid articular surfaces.

Target Topology: Vertebral Bodies T1-L5 & associated intervertebral disc spaces.

Pipeline Node: Offline GPU node / Isolated Linux architecture.

Objective: High-precision, multi-label boundary delineation of nested pathological structures.

Target Topology: Healthy brain parenchyma vs. internal tumor core & peritumoral zones.

Pipeline Node: Offline GPU node / Isolated Linux architecture.

Objective: Clean topological division of primary muscular chambers and intersecting vascular roots.

Target Topology: Four-chamber myocardium, Aortic arch, and Pulmonary networks.

Pipeline Node: Offline GPU node / Isolated Linux architecture.

Objective: Simultaneous mapping of coarse soft-tissue volumes alongside high-resolution tubular networks.

Target Topology: Bilateral pulmonary lobes and downstream bronchial airway trees.

Pipeline Node: Offline GPU node / Isolated Linux architecture.

Objective: Maintain strict boundary integrity of complex vascular networks penetrating dense soft tissue.

Target Topology: Hepatic parenchyma, portal/splenic veins, and adjacent inferior vena cava.

Pipeline Node: Offline GPU node / Isolated Linux architecture.

Objective: Continuous morphological extraction of major thoracic and abdominal vascular pathways.

Target Topology: Aortic arch, descending thoracic aorta, and abdominal vascular pathway continuity.

Pipeline Node: Offline GPU node / Isolated Linux architecture.

Objective: Complex soft-tissue isolation involving dense intersecting vascular trees.

Target Topology: Hepatic arterial tree, portal vein, and splenic vein continuity against parenchymal tissue.

Pipeline Node: Offline GPU node / MONAI framework route.

Objective: Boundary fidelity across the peripheral and transition zones for oncological evaluation.

Target Topology: Peripheral zone, transition zone, and central glandular architecture.

Pipeline Node: Offline GPU node / Isolated Linux architecture.

Objective: Complex boundary differentiation between pancreas, duodenum, and stomach.

Target Topology: Pancreatic head, body, and tail margins against duodenum and stomach wall.

Pipeline Node: Offline GPU node / Isolated Linux architecture.

Objective: Seamless continuous surface generation of the large intestine.

Target Topology: Ascending, transverse, descending, and sigmoid colonic segments.

Pipeline Node: Offline GPU node / Isolated Linux architecture.

Objective: Macro-structural rendering of the sacrum and bilateral hip joints.

Target Topology: Sacrum, iliac wings, acetabular fossae, and bilateral hip joint articulations.

Pipeline Node: Offline GPU node / Isolated Linux architecture.

Objective: Dense cortical bone extraction mapping the femoral head and trochanters.

Target Topology: Femoral head, neck, greater and lesser trochanters, and diaphyseal cortex.

Pipeline Node: Offline GPU node / Isolated Linux architecture.

Objective: Differentiating the humerus, scapula, and clavicle interaction zones.

Target Topology: Humerus, scapula, and clavicle interaction zones with glenohumeral articulation margins.

Pipeline Node: Offline GPU node / Isolated Linux architecture.

Objective: Hollow organ segmentation tracking tubular structures through the thoracic cavity.

Target Topology: Trachea, carina, mainstem bronchi, and esophageal lumen tracking through thorax.

Pipeline Node: Offline GPU node / Isolated Linux architecture.

Objective: Micro-structural rendering of deep brain nuclei for neurological assessment.

Target Topology: Anterior and posterior hippocampal heads, subiculum, and parahippocampal gyrus.

Pipeline Node: Offline GPU node / Isolated Linux architecture.

Objective: Complex, multi-segment extraction mapping 24 ribs independently.

Target Topology: 24 independently labeled rib segments across the bilateral thoracic cage.

Pipeline Node: Offline GPU node / Isolated Linux architecture.

Objective: Precise rendering of bilobed architecture and the connecting isthmus.

Target Topology: Left and right lobes, isthmus, and adjacent parathyroid margin differentiation.

Pipeline Node: Offline GPU node / Isolated Linux architecture.

Objective: Visceral organ spatial isolation within the upper abdomen.

Target Topology: Splenic capsule and hilar vasculature against adjacent renal cortex boundaries.

Pipeline Node: Offline GPU node / Isolated Linux architecture.

Objective: Small-volume pyriform structure extraction for hepatobiliary surgical planning.

Target Topology: Gallbladder fundus, body, neck, and cystic duct junction margin.

Pipeline Node: Offline GPU node / Isolated Linux architecture.

Objective: Modeling distensible tissue morphology across the gastric fundus and pylorus.

Target Topology: Gastric fundus, body, antrum, pyloric junction, and proximal duodenum.

Pipeline Node: Offline GPU node / Isolated Linux architecture.

Objective: Surface extraction of hollow, variable-volume pelvic organs.

Target Topology: Detrusor wall, trigone, ureteral orifice margins, and pelvic floor interface.

Pipeline Node: Offline GPU node / Isolated Linux architecture.

Objective: Detection and extraction of hyper-small suprarenal structures.

Target Topology: Bilateral suprarenal gland bodies; cortical and medullary zone differentiation.

Pipeline Node: Offline GPU node / Isolated Linux architecture.