Dental Nvsegment Ct Core
Fine-tuned NV-Segment-CT checkpoint for dental CBCT core anatomy segmentation.
Fonte do modelo
- Tipo
- Other
- Tamanho do arquivo
- 832 MB
- Modelo base
- nvidia/NV-Segment-CT
- Versão
- vRevision 1c4f12a
- Atualizado
- 22 de out. de 2026
- Downloads
- 0
- Fonte
- Hugging Face
Descrição da fonte
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
| 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:
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:
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.
Fontes
1 fonte
Fontes
1 fonteVerificado 18 de ago.
Artefatos de modelo
1 artefato
Artefatos de modelo
1 artefatoTrechos de fonte
2 trechos
Trechos de fonte
2 trechos--- 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  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...
Source context: 0 downloads · 0 likes · Pipeline image-segmentation · Repo AryanNsc/dental-nvsegment-ct-core
