3D Structural Case Studies
Anonymized technical reference architectures proving localized pipeline efficiency across multiple anatomical domains.
Orthopedic Spine Discretization
Objective: Isolate discrete bone boundaries across adjacent rigid articular surfaces.
Target Topology: Vertebral Bodies T1-L5 & associated intervertebral disc spaces.
Pipeline Node: On-Premise Edge Compute Node (56GB Combined VRAM) / Air-Gapped Linux Architecture.
Dice Similarity (DSC)
Local Processing Latency
Multi-Planar Voxel Overlays (Composite Verification)
AXIAL
CORONAL
SAGITTAL
Neuro-Oncology Volumetric Modeling
Objective: High-precision, multi-label boundary delineation of nested pathological structures.
Target Topology: Healthy brain parenchyma vs. internal tumor core & peritumoral zones.
Pipeline Node: On-Premise Edge Compute Node (56GB Combined VRAM) / Air-Gapped Linux Architecture.
Dice Similarity (DSC)
Local Processing Latency
Multi-Planar Voxel Overlays (Target: Tumor Core)
AXIAL
CORONAL
SAGITTAL
Cardiovascular Branching Architecture
Objective: Pristine topological division of primary muscular chambers and intersecting vascular roots.
Target Topology: Four-chamber myocardium, Aortic arch, and Pulmonary networks.
Pipeline Node: On-Premise Edge Compute Node (56GB Combined VRAM) / Air-Gapped Linux Architecture.
Dice Similarity (DSC)
Local Processing Latency
Multi-Planar Voxel Overlays (Target: Myocardium Boundary)
AXIAL
CORONAL
SAGITTAL
Thoracic Multi-Scale Pairing
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: On-Premise Edge Compute Node (56GB Combined VRAM) / Air-Gapped Linux Architecture.
Dice Similarity (DSC)
Local Processing Latency
Multi-Planar Voxel Overlays (Volumetric Composite)
AXIAL
CORONAL
SAGITTAL
Abdominal Internal Vascular Routing
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: On-Premise Edge Compute Node (56GB Combined VRAM) / Air-Gapped Linux Architecture.
Dice Similarity (DSC)
Local Processing Latency
Multi-Planar Voxel Overlays (Target: Hepatic Parenchyma)
AXIAL
CORONAL
SAGITTAL