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Dental Nvsegment Ct Core

Fine-tuned NV-Segment-CT checkpoint for dental CBCT core anatomy segmentation.

Quellehuggingface.co/AryanNsc/dental-nvsegment-ct-core/tree/1c4f12a9e8b35baf163dec3980f6b9d50d3f9f26
ArtOtherBasismodellnvidia/NV-Segment-CTVersionRevision 1c4f12aCBewertung

Modellquelle

Art
Other
Dateigröße
832 MB
Basismodell
nvidia/NV-Segment-CT
Version
vRevision 1c4f12a
Aktualisiert
22. Okt. 2026
Downloads
0
Quelle
Hugging Face

Quellenbeschreibung

Dental NV-Segment-CT Core

Fine-tuned NV-Segment-CT checkpoint for dental CBCT core anatomy segmentation.

This model adapts NVIDIA's CT segmentation workflow toward dental CBCT anatomy, with a focus on mandible, maxilla, mandibular canal, and teeth region segmentation.

Research use only. Not for clinical diagnosis, treatment planning, or autonomous medical decision-making.

Demo

Dental CBCT segmentation demo

Companion GitHub repository:

Guney-olu/dental-cbct-segmentation-research

Labels

IDLabel
0background
1mandible
2maxilla
3mandibular canal
4teeth-all
5implant, experimental
6lesion, experimental

Core anatomy mean Dice is computed over:

  • mandible
  • maxilla
  • mandibular canal
  • teeth-all

Implant and lesion classes are included as experimental labels and should not be treated as reliable clinical outputs.

Model Artifact

Expected checkpoint file:

model.pt

Intended Use

This checkpoint is intended for research experiments involving:

  • dental CBCT anatomy segmentation
  • 2D/3D visualization of predicted anatomy
  • segmentation baseline comparison
  • mask and mesh generation for research workflows
  • future synthetic-data and mask-conditioned generation experiments

How To Use

Inference code, demo viewer, and mesh/overlay export scripts are available in the companion GitHub repository:

git clone https://github.com/Guney-olu/dental-cbct-segmentation-research.git

The repository includes scripts for:

  • downloading/loading this checkpoint
  • running local inference through NV-Segment-CT
  • generating 2D overlays
  • exporting 3D GLB meshes
  • serving a browser-based demo

Base Model

This work is derived from:

nvidia/NV-Segment-CT

Please review NVIDIA's model license and usage terms before use, redistribution, or derivative deployment.

Limitations

  • Research use only.
  • Not validated for clinical use.
  • Not a medical device.
  • Performance may vary across CBCT scanners, acquisition protocols, field of view, artifacts, and patient anatomy.
  • Implant and lesion labels are experimental.
  • Human expert review is required for any medically relevant interpretation.

Quellen

1 Quelle
Hugging FacePrimärVersion 1c4f12a9e8b35baf163dec3980f6b9d50d3f9f26
huggingface.co/AryanNsc/dental-nvsegment-ct-core/tree/1c4f12a9e8b35baf163dec3980f6b9d50d3f9f26

Verifiziert 18. Aug.

Modellartefakte

1 Artefakt

model.pt

pt · 832 MB · SHA-256 d112cbf85fbd…873e · Hugging Face

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Quellenauszüge

2 Auszüge
Readme18. Aug.huggingface.co/AryanNsc/dental-nvsegment-ct-core

--- license: other base_model: nvidia/NV-Segment-CT tags: - medical-imaging - dental - cbct - segmentation - monai - nvidia - research pipeline_tag: image-segmentation --- # Dental NV-Segment-CT Core Fine-tuned NV-Segment-CT checkpoint for **dental CBCT core anatomy segmentation**. This model adapts NVIDIA's CT segmentation workflow toward dental CBCT anatomy, with a focus on mandible, maxilla, mandibular canal, and teeth region segmentation. > Research use only. Not for clinical diagnosis, treatment planning, or autonomous medical decision-making. ## Demo ![Dental CBCT segmentation demo](https://raw.githubusercontent.com/Guney-olu/dental-cbct-segmentation-research/main/docs/demo.gif) Companion GitHub repository: [Guney-olu/dental-cbct-segmentation-research](https://github.com/Guney-olu/dental-cbct-segmentation-research) ## Labels | ID | Label | |---:|---| | 0 | background | | 1 | mandible | | 2 | maxilla | | 3 | mandibular canal | | 4 | teeth-all | | 5 | implant, experimental | | 6 | lesion, experimental | Core anatomy mean Dice is computed over: - mandible - maxilla - mandibular canal - teeth-all Implant and lesion classes are included as experimental labels and should not be treated as reliable clinical outputs. ## Model Artifact Expected checkpoint file: ```text model.pt ``` ## Intended Use This checkpoint is intended for research experiments involving: - dental CBCT anatomy segmentation - 2D/3D visualization of predicted anatomy - segmentation baseline comparison - mask and mesh generation for research workflows - future synthetic-data and mask-conditioned generation experiments ## How To Use Inference code, demo viewer, and mesh/overlay export scripts are available in the companion GitHub repository: ```bash git clone https://github.com/Guney-olu/dental-cbct-segmentation-research.git ``` The repository includes scripts for: - downloading/loading this checkpoint - running local inference through NV-Segment-CT - generating 2D overlays - exporting 3D GLB meshes - serving a browser-based demo ## Base Model This work is derived from: [nvidia/NV-Segment-CT](https://huggingface.co/nvidia/NV-Segment-CT) Please review NVIDIA's model license and usage terms before use, redistribution, or derivative deployment. ## Limitations - Research use only. - Not validated for clinical use. - Not a medical device. - Performance may va...

Note18. Aug.huggingface.co/AryanNsc/dental-nvsegment-ct-core

Source context: 0 downloads · 0 likes · Pipeline image-segmentation · Repo AryanNsc/dental-nvsegment-ct-core