Medical

GalaxyMed — Dental Viewer

A full dental-imaging workstation in the browser — CBCT volumes, Curved MPR and Dental AI, with no desktop install.

ClientGalaxyMed
DurationOngoing
Categorymedical
Year2025
GalaxyMed — Dental Viewer
In-browserCBCT workstation3D · Curved MPR · AI · CUDA

How this started

GalaxyMed Dental Viewer is an AI-powered imaging workstation for DICOM and CBCT (cone-beam CT) — one of our flagship medical builds. It reads full dental volumes, reconstructs them in 3D and runs AI on top, as native desktop apps and a browser viewer. We build it as a long-term engineering partner.

Challenge

CBCT studies are huge, and clinicians need them fast — in 3D, with advanced reconstruction and AI assistance — ideally in a browser, without shipping heavy desktop software or giving up clinical accuracy. That combination is exactly where most viewers fall down.

Approach

We built a workstation, not a picture viewer. What the product ships:

  • DICOM / CBCT streaming with progressive decoding — large volumes open fast.
  • 3D volumetric reconstruction of the full scan, GPU-accelerated with CUDA.
  • Curved MPR — reconstruction along the dental arch, the view clinicians plan on.
  • Dental AI — automatic segmentation of teeth, mandible and airway, plus cephalometric landmark detection.
  • Implant planning with virtual placement.
  • Anywhere — native desktop apps (Windows & macOS) and a browser web viewer over one shared core.

The hard decision

The tempting path was a thin web viewer backed by a heavy server that did the 3D work and streamed back pictures. It would have shipped faster. We refused it: a clinician mid-plan can't wait on a round-trip for every rotation, and streamed frames lose the precision implant planning needs. So we did the harder thing — real volumetric rendering on the client, GPU-accelerated, sharing one core with the native desktop builds. Slower to build; the only version worth a clinician's trust.

A workstation, not a picture viewer

Most "web DICOM viewers" show you slices. A clinician planning an implant needs anatomy — in 3D, reconstructed the way they actually think about a jaw, fast enough to stay in flow. GalaxyMed is built to be exactly that: a full imaging workstation that happens to run in a browser tab.

The core is a real volumetric engine. Axial, coronal and sagittal views stay synchronized alongside an interactive 3D reconstruction, so moving in one plane moves them all. On top of that sit the modes that make it clinical:

  • Reformat — straighten and align the volume before deeper analysis.
  • Curved MPR — reconstruct along the dental arch, with panoramic and cross-sectional slices, adjustable step spacing and slab thickness, and canal tracing. This is the view implants are planned on.
  • Dental AI — automatic segmentation of teeth, mandible and airway, plus cephalometric landmark detection.
  • Saved state & STL — measurements, curves, rotations and segmentations persist with the case; the model exports to STL for CAD/CAM, surgical guides and 3D printing.

Why it was hard

CBCT studies are large and unforgiving. The viewer streams and decodes them progressively so work starts in seconds, does the heavy rendering on the GPU to keep interaction real-time, and ships from one shared core to both the browser and native desktop apps. None of it is allowed to be "close enough" — in medical imaging, a result that's subtly wrong is worse than one that's merely slow.

3DCBCT volumes in the browser
AIsegmentation & cephalometrics
STLexport to CAD/CAM & printing

Under the hood

Progressive DICOM/CBCT streaming, GPU-accelerated volumetric rendering (WebGL/WASM in the browser, CUDA on desktop), and one shared core across the web viewer and native Windows/macOS apps.

Before / After

Before

Desktop-only install

After

Any browser, no install

Access

Before

Separate software

After

Built in

Curved MPR

Before

No

After

Any device

Read a case remotely

The Impact

Quantitative

Curved MPRreconstruction along the dental arch
Dental AIsegmentation + cephalometric landmarks
Web + desktopone viewer, no install needed

Qualitative

Full CBCT volumes in the browser — 3D, no desktop install.

Curved MPR, AI segmentation and implant planning in one workstation.

GPU (CUDA) accelerated for real-time interaction on heavy scans.

It behaves like desktop imaging software that happens to open in a browser — the speed and the precision are there, with nothing to install.

GalaxyMed · Clinical software lead

Team

Daniel GilyadovMedical lead
JonathanRendering & architecture
PavelEngineering
MayaProduct design

Stack

C++WebGLWASMCUDADICOM / CBCTPythonPyTorch
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