Offline Localized Pipeline

Automated CT segmentation.
Watertight geometry. No cloud routing.

Mesh Metric operates as a dedicated local compute node for medical device OEMs and surgical planning teams. We take raw volumetric CT and MRI data and return watertight, multi-component 3D geometry — ready for PSI design, navigation registration, or surgical planning input. Segmentation runs entirely offline on an isolated GPU node — your data is never routed to third-party cloud services.

The Reality of "In-House" Pipelines

  • The Topology Trap Open-source scripts work on perfect training data but fail on real-world clinical scans with metal artifacts or thin bone structures, requiring hours of manual HITL (Human-in-the-Loop) cleanup in tools like 3D Slicer.
  • The Cloud Compliance Wall Routing raw client DICOM volumes to third-party cloud SaaS introduces data egress costs and InfoSec review overhead.
  • The Throughput Bottleneck One-at-a-time manual segmentation throttles production when you need multi-part structures at batch scale.

Offline, Batch-Ready Segmentation

We take the segmentation load off your team. We ingest de-identified volumes, run accelerated offline deep-learning segmentation on an isolated node, and deliver watertight, multi-part 3D assets ready for your final QA.

  • ▹ Offline Processing: Segmentation runs entirely offline on an isolated GPU node — no cloud APIs in the inference path.
  • ▹ Watertight Outputs: Automated generation of topologically robust, watertight STL and OBJ geometries.
  • ▹ Automated Visual QA: Structured QA visual layers (PNG) plus expert human sign-off on every case.
  • ▹ Batch Throughput: 10 cases or 500 — same pipeline, same output structure, same QA layers.

Pipeline Coverage Matrix

Target Anatomy Modality Status Primary Output Formats
Hippocampus MRI Production-Validated NIfTI, Watertight STL
Cardiac 5-Chamber CT Production-Validated NIfTI, Watertight STL
Brain Tumor MRI Production-Validated NIfTI, Watertight STL
Abdominal Organs CT Production-Validated NIfTI, Watertight STL
Craniofacial / Skull CT / CBCT Production-Validated NIfTI, Watertight STL

Full anatomy list (27 structures) and representative results available on request. View 3D case studies →

Example Delivery Structure (CMF)

/ASSETS/  
├── CMF_3D_MASK.nrrd  
├── CMF_3D_Seg1_cranial_vault.stl  
├── CMF_3D_Seg2_mandible.stl  
└── CMF_3D_Seg3_maxilla.stl  
/QA/  
└── CMF_3D_PREVIEW.png

Try Before You Buy

Step 1

Technical Micro-Test

Sample Pipeline Assessment

Stop guessing whether our pipeline can handle your artifacts. Send a single, anonymized NRRD/DICOM series that your current automated pipeline struggles with. We run it through our local stack and send back the processed STL alongside turnaround metrics.

No sales call required

Step 2

Production PoC

Full Integration Validation

Once the micro-test proves the output quality, we run a standalone Proof of Concept to validate full pipeline integration for your specific anatomy.

  • 1. Intake Configuration: Establishing offline ingestion for your specific data formats.
  • 2. Route Tuning: Customizing our inference routes and boundary-smoothing thresholds for your anatomy.
  • 3. Delivery: Formatted STL assets and QA layers per your spec.
Standard PoC Implementation Fee: $2,000

Not a PSI or OEM buyer?

If you're building medical AI models or need annotated 3D geometry at batch scale, our AI Data Partner program is a better fit.

View Data Partners →