# New extension: DentalSegmentator for automatic dental CT & CBCT segmentation

**URL:** https://discourse.slicer.org/t/new-extension-dentalsegmentator-for-automatic-dental-ct-cbct-segmentation/35591
**Category:** Support
**Tags:** feature, segmentation, ai, dental
**Created:** [April 18, 2024, 11:31am UTC](https://discourse.slicer.org/t/new-extension-dentalsegmentator-for-automatic-dental-ct-cbct-segmentation/35591 "2024-04-18T11:31:10Z")
**Posts on this page:** 20
**Page:** 1

<div class="post-metadata">

### Author: ![Gauthier](https://avatars.discourse-cdn.com/v4/letter/g/919ad9/32.png) [@Gauthier](https://discourse.slicer.org/u/Gauthier)
#### Post date: [April 18, 2024, 11:31am UTC](https://discourse.slicer.org/t/new-extension-dentalsegmentator-for-automatic-dental-ct-cbct-segmentation/35591/1 "2024-04-18T11:31:10Z")

</div>

Dear All,

We are glad to announce the availability of **DentalSegmentator** , [a new 3D Slicer extension for automatic segmentation of dental CT and CBCT scans](https://github.com/gaudot/SlicerDentalSegmentator). It is now available in the latest Slicer 5.7.0 preview release.

 ![Fig4](https://us1.discourse-cdn.com/flex002/uploads/slicer/original/3X/3/1/31a016c36678715d2a934dd4a2673430e005a8bc.jpeg)

This tool is based on a nnU-Net model trained and evaluated on more than 700 CT and CBCT scans. **It has been shown to be robust in most situations** , even in the presence of metallic artefacts or varying field of views.

It generates the **following segmentations** :

- Maxilla & Upper Skull
- Mandible
- Upper Teeth
- Lower Teeth
- Mandibular canal

 ![dentalsegmentator_example](https://us1.discourse-cdn.com/flex002/uploads/slicer/original/3X/2/5/2569828df311674a764d62a37486d035e3ee28dd.jpeg)

**Segment editor** tools and **model export** features are directly available in the module. The extension does not require a GPU, but a CUDA-capable GPU is needed for fast results (around 1-2 minutes).

Install tutorial and demonstration video:

[![](https://img.youtube.com/vi/BEG-XhjjiaY/maxresdefault.jpg "DentalSegmentator 3D Slicer extension") ](https://www.youtube.com/watch?v=BEG-XhjjiaY)

If you use DentalSegmentator for your work, please cite our paper and nnU-Net:

> Dot G, Chaurasia A, Dubois G, et al. DentalSegmentator: robust deep learning-based CBCT image segmentation. Published online March 18, 2024:2024.03.18.24304458. doi:[10.1101/2024.03.18.24304458](https://doi.org/10.1101/2024.03.18.24304458)

> Isensee F, Jaeger PF, Kohl SAA, Petersen J, Maier-Hein KH. nnU-Net: a self-configuring method for deep learning-based biomedical image segmentation. Nat Methods. 2021;18(2):203-211. doi:[10.1038/s41592-020-01008-z](https://doi.org/10.1038/s41592-020-01008-z)

The module was developed by T. Pelletier and R. Fenioux (Kitware SAS); financed by the FFO (Fédération Française d’Orthodontie) and the Fondation des Gueules Cassées.

---

<div class="post-metadata">

### Author: ![lassoan](https://sea2.discourse-cdn.com/flex002/user_avatar/discourse.slicer.org/lassoan/32/13_2.png) [@lassoan](https://discourse.slicer.org/u/lassoan)
#### Post date: [April 24, 2024, 1:23am UTC](https://discourse.slicer.org/t/new-extension-dentalsegmentator-for-automatic-dental-ct-cbct-segmentation/35591/2 "2024-04-24T01:23:15Z")

</div>

5 posts were split to a new topic: [DentalSegmentator extension is not working](https://discourse.slicer.org/t/dentalsegmentator-extension-is-not-working/35697)

---

<div class="post-metadata">

### Author: ![lassoan](https://sea2.discourse-cdn.com/flex002/user_avatar/discourse.slicer.org/lassoan/32/13_2.png) [@lassoan](https://discourse.slicer.org/u/lassoan)
#### Post date: [June 10, 2024, 1:20pm UTC](https://discourse.slicer.org/t/new-extension-dentalsegmentator-for-automatic-dental-ct-cbct-segmentation/35591/3 "2024-06-10T13:20:04Z")

</div>

3 posts were split to a new topic: [DentalSegmentator version of 2024-04-22 fails to load segmentation result](https://discourse.slicer.org/t/dentalsegmentator-version-of-2024-04-22-fails-to-load-segmentation-result/36682)

---

<div class="post-metadata">

### Author: ![lassoan](https://sea2.discourse-cdn.com/flex002/user_avatar/discourse.slicer.org/lassoan/32/13_2.png) [@lassoan](https://discourse.slicer.org/u/lassoan)
#### Post date: [June 17, 2024, 7:18pm UTC](https://discourse.slicer.org/t/new-extension-dentalsegmentator-for-automatic-dental-ct-cbct-segmentation/35591/6 "2024-06-17T19:18:21Z")

</div>

A post was merged into an existing topic: [DentalSegmentator fails with “RuntimeError: Invalid nnUNet configuration. Model folder is missing the following folds”](https://discourse.slicer.org/t/dentalsegmentator-fails-with-runtimeerror-invalid-nnunet-configuration-model-folder-is-missing-the-following-folds/35697/8)

---

<div class="post-metadata">

### Author: ![lassoan](https://sea2.discourse-cdn.com/flex002/user_avatar/discourse.slicer.org/lassoan/32/13_2.png) [@lassoan](https://discourse.slicer.org/u/lassoan)
#### Post date: [June 10, 2024, 1:21pm UTC](https://discourse.slicer.org/t/new-extension-dentalsegmentator-for-automatic-dental-ct-cbct-segmentation/35591/7 "2024-06-10T13:21:38Z")

</div>

2 posts were split to a new topic: [DentalSegmentator inaccuracies separating cortical bone and teeth](https://discourse.slicer.org/t/dentalsegmentator-inaccuracies-separating-cortical-bone-and-teeth/36683)

---

<div class="post-metadata">

### Author: ![lassoan](https://sea2.discourse-cdn.com/flex002/user_avatar/discourse.slicer.org/lassoan/32/13_2.png) [@lassoan](https://discourse.slicer.org/u/lassoan)
#### Post date: [June 10, 2024, 1:22pm UTC](https://discourse.slicer.org/t/new-extension-dentalsegmentator-for-automatic-dental-ct-cbct-segmentation/35591/9 "2024-06-10T13:22:41Z")

</div>

A post was split to a new topic: [UnicodeDecodeError when running DentalSegmentator](https://discourse.slicer.org/t/unicodedecodeerror-when-running-dentalsegmentator/36684)

---

<div class="post-metadata">

### Author: ![lassoan](https://sea2.discourse-cdn.com/flex002/user_avatar/discourse.slicer.org/lassoan/32/13_2.png) [@lassoan](https://discourse.slicer.org/u/lassoan)
#### Post date: [June 17, 2024, 7:20pm UTC](https://discourse.slicer.org/t/new-extension-dentalsegmentator-for-automatic-dental-ct-cbct-segmentation/35591/10 "2024-06-17T19:20:12Z")

</div>

3 posts were merged into an existing topic: [Cuda issue with dentalsegmentator](https://discourse.slicer.org/t/cuda-issue-with-dentalsegmentator/36549/5)

---

<div class="post-metadata">

### Author: ![lassoan](https://sea2.discourse-cdn.com/flex002/user_avatar/discourse.slicer.org/lassoan/32/13_2.png) [@lassoan](https://discourse.slicer.org/u/lassoan)
#### Post date: [June 17, 2024, 7:22pm UTC](https://discourse.slicer.org/t/new-extension-dentalsegmentator-for-automatic-dental-ct-cbct-segmentation/35591/13 "2024-06-17T19:22:49Z")

</div>

3 posts were split to a new topic: [DentalSegmentator for condyle segmentation?](https://discourse.slicer.org/t/dentalsegmentator-for-condyle-segmentation/36847)

---

<div class="post-metadata">

### Author: ![lassoan](https://sea2.discourse-cdn.com/flex002/user_avatar/discourse.slicer.org/lassoan/32/13_2.png) [@lassoan](https://discourse.slicer.org/u/lassoan)
#### Post date: [July 16, 2024, 6:25pm UTC](https://discourse.slicer.org/t/new-extension-dentalsegmentator-for-automatic-dental-ct-cbct-segmentation/35591/14 "2024-07-16T18:25:59Z")

</div>

3 posts were split to a new topic: [DentalSegmentator result mesh is inverted](https://discourse.slicer.org/t/dentalsegmentator-result-mesh-is-inverted/37408)

---

<div class="post-metadata">

### Author: ![lassoan](https://sea2.discourse-cdn.com/flex002/user_avatar/discourse.slicer.org/lassoan/32/13_2.png) [@lassoan](https://discourse.slicer.org/u/lassoan)
#### Post date: [July 22, 2024, 9:43pm UTC](https://discourse.slicer.org/t/new-extension-dentalsegmentator-for-automatic-dental-ct-cbct-segmentation/35591/15 "2024-07-22T21:43:05Z")

</div>

2 posts were split to a new topic: [Dental segmentation for dogs and cats](https://discourse.slicer.org/t/dental-segmentation-for-dogs-and-cats/37506)

---

<div class="post-metadata">

### Author: ![Marta\_Fernandez](https://sea2.discourse-cdn.com/flex002/user_avatar/discourse.slicer.org/marta_fernandez/32/10323_2.png) [@Marta\_Fernandez](https://discourse.slicer.org/u/Marta_Fernandez)
#### Post date: [August 26, 2024, 4:32pm UTC](https://discourse.slicer.org/t/new-extension-dentalsegmentator-for-automatic-dental-ct-cbct-segmentation/35591/16 "2024-08-26T16:32:57Z")

</div>

Thank you very much for creating the module, but it doesn’t work. I have the latest version of the program installed, as well as all the required plugins. However, when I click ‘apply,’ it just keeps loading and doesn’t do anything. I’ve left it running for up to an hour, but nothing happens.

---

<div class="post-metadata">

### Author: ![Anderson\_Fedel](https://sea2.discourse-cdn.com/flex002/user_avatar/discourse.slicer.org/anderson_fedel/32/65464_2.png) [@Anderson\_Fedel](https://discourse.slicer.org/u/Anderson_Fedel)
#### Post date: [September 15, 2024, 8:57pm UTC](https://discourse.slicer.org/t/new-extension-dentalsegmentator-for-automatic-dental-ct-cbct-segmentation/35591/17 "2024-09-15T20:57:00Z")

</div>

Awesome work. Congrats!  
I would like to know if it is possible to set parameters so we can run it on a 2gb NVIDIA laptop GPU.  
I run it on CPU just fine (it takes several minutes). But I ran out of memory when tried to run on CUDA.

---

<div class="post-metadata">

### Author: ![lassoan](https://sea2.discourse-cdn.com/flex002/user_avatar/discourse.slicer.org/lassoan/32/13_2.png) [@lassoan](https://discourse.slicer.org/u/lassoan)
#### Post date: [September 16, 2024, 11:19pm UTC](https://discourse.slicer.org/t/new-extension-dentalsegmentator-for-automatic-dental-ct-cbct-segmentation/35591/18 "2024-09-16T23:19:11Z")

</div>

A GPU with 2GB RAM is only sufficient for some very lightweight visualization tasks, it is too small to be useful for 3D segmentation.

You can either upgrade to a stronger GPU (I would recommend minimum 12GB GPU RAM, but 24GB would be safer if you want to use it for a few years) or use your CPU.

---

<div class="post-metadata">

### Author: ![Anderson\_Fedel](https://sea2.discourse-cdn.com/flex002/user_avatar/discourse.slicer.org/anderson_fedel/32/65464_2.png) [@Anderson\_Fedel](https://discourse.slicer.org/u/Anderson_Fedel)
#### Post date: [September 17, 2024, 12:07pm UTC](https://discourse.slicer.org/t/new-extension-dentalsegmentator-for-automatic-dental-ct-cbct-segmentation/35591/19 "2024-09-17T12:07:05Z")

</div>

Thank you very much for the clarification! I understood perfectly. My laptop’s GPU is not suitable for the task.

---

<div class="post-metadata">

### Author: ![lassoan](https://sea2.discourse-cdn.com/flex002/user_avatar/discourse.slicer.org/lassoan/32/13_2.png) [@lassoan](https://discourse.slicer.org/u/lassoan)
#### Post date: [October 1, 2024, 1:56pm UTC](https://discourse.slicer.org/t/new-extension-dentalsegmentator-for-automatic-dental-ct-cbct-segmentation/35591/20 "2024-10-01T13:56:17Z")

</div>

A post was split to a new topic: [Install DentalSegmentator from behind restrictive firewall](https://discourse.slicer.org/t/install-dentalsegmentator-from-behind-restrictive-firewall/39474)

---

<div class="post-metadata">

### Author: ![Haider\_Amin](https://sea2.discourse-cdn.com/flex002/user_avatar/discourse.slicer.org/haider_amin/32/79296_2.png) [@Haider\_Amin](https://discourse.slicer.org/u/Haider_Amin)
#### Post date: [February 2, 2025, 8:06pm UTC](https://discourse.slicer.org/t/new-extension-dentalsegmentator-for-automatic-dental-ct-cbct-segmentation/35591/21 "2025-02-02T20:06:24Z")

</div>

HEY,  
thankyou for such a revolutionary initiative.  
i cant use the module even with all the instruction s. can anyone help?  
regards  
dr haider

 ![error](https://us1.discourse-cdn.com/flex002/uploads/slicer/original/3X/1/1/11dfc0c0ce30de59faa988f7c8349ee039c30f8c.jpeg)

---

<div class="post-metadata">

### Author: ![Haider\_Amin](https://sea2.discourse-cdn.com/flex002/user_avatar/discourse.slicer.org/haider_amin/32/79296_2.png) [@Haider\_Amin](https://discourse.slicer.org/u/Haider_Amin)
#### Post date: [February 2, 2025, 8:09pm UTC](https://discourse.slicer.org/t/new-extension-dentalsegmentator-for-automatic-dental-ct-cbct-segmentation/35591/22 "2025-02-02T20:09:56Z")

</div>

how do i share logs?

 ![error 2](https://us1.discourse-cdn.com/flex002/uploads/slicer/original/3X/d/d/ddc3e07a6dbdcab8d7d62740920331a154d365ff.jpeg)

---

<div class="post-metadata">

### Author: ![Rabab](https://sea2.discourse-cdn.com/flex002/user_avatar/discourse.slicer.org/rabab/32/79613_2.png) [@Rabab](https://discourse.slicer.org/u/Rabab)
#### Post date: [February 27, 2025, 9:12am UTC](https://discourse.slicer.org/t/new-extension-dentalsegmentator-for-automatic-dental-ct-cbct-segmentation/35591/23 "2025-02-27T09:12:52Z")

</div>

I have an issue with this tool “Dentalsegmentator” when I choose it from the menu, this massage “nnUNet is already installed (2.5.2) and compatible with requested version (nnunetv2).” appear and nothing happens in the software. The application keeps loading with no change. I really want help with this problem.

---

<div class="post-metadata">

### Author: ![amyers](https://sea2.discourse-cdn.com/flex002/user_avatar/discourse.slicer.org/amyers/32/82504_2.png) [@amyers](https://discourse.slicer.org/u/amyers)
#### Post date: [October 3, 2025, 1:48pm UTC](https://discourse.slicer.org/t/new-extension-dentalsegmentator-for-automatic-dental-ct-cbct-segmentation/35591/24 "2025-10-03T13:48:26Z")

</div>

Hi, great work on the extension! Additional training data can be found here: [Dataset](https://ditto.ing.unimore.it/toothfairy/)

---

<div class="post-metadata">

### Author: ![Romulo\_Alfaro](https://sea2.discourse-cdn.com/flex002/user_avatar/discourse.slicer.org/romulo_alfaro/32/77327_2.png) [@Romulo\_Alfaro](https://discourse.slicer.org/u/Romulo_Alfaro)
#### Post date: [October 4, 2025, 3:58pm UTC](https://discourse.slicer.org/t/new-extension-dentalsegmentator-for-automatic-dental-ct-cbct-segmentation/35591/25 "2025-10-04T15:58:21Z")

</div>

It’s a huge extension. I hope that at some point we can segment each tooth individually.

[Next page](https://discourse.slicer.org/t/new-extension-dentalsegmentator-for-automatic-dental-ct-cbct-segmentation/35591.md?page=2)
