# 3D Teeth Reconstruction on Panoramic Radiographs (test)

Source: [3D Teeth Reconstruction on Panoramic Radiographs (test)](<https://www.sota2.com/research/sota/3d-teeth-reconstruction-on-panoramic-radiographs-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T06:10:23.806Z

Evaluation of 3D teeth reconstruction performance on the Panoramic Radiographs dataset (test split), measured using metrics like IoU, Chamfer-L1 distance, NC, and Precision.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | 3D Teeth Reconstruction |
| Dataset (including any stated split) | Panoramic Radiographs (test) |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [mIoU](<https://www.sota2.com/research/sota/3d-teeth-reconstruction-on-panoramic-radiographs-test.md?metric=mIoU>): Higher is better; unit: PERCENT.

- [Chamfer-L1 Distance](<https://www.sota2.com/research/sota/3d-teeth-reconstruction-on-panoramic-radiographs-test.md?metric=Chamfer-L1%20Distance>): Lower is better; unit: SCALAR.

- [NC](<https://www.sota2.com/research/sota/3d-teeth-reconstruction-on-panoramic-radiographs-test.md?metric=NC>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/3d-teeth-reconstruction-on-panoramic-radiographs-test.md?metric=Precision>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| Occudent | 65.1 | Not recorded | 68fa71461e209131cea504e7 |
| OccNet | 61.1 | Not recorded | 68fa71461e209131cea504e7 |
| PSGN | 60.6 | Not recorded | 68fa71461e209131cea504e7 |
| X2Teeth | 59.2 | Not recorded | 68fa71461e209131cea504e7 |
| 3D-R2N2 | 58.5 | Not recorded | 68fa71461e209131cea504e7 |
| DeepRetrieval | 56.4 | Not recorded | 68fa71461e209131cea504e7 |
| Pix2Vox | 56.2 | Not recorded | 68fa71461e209131cea504e7 |

### Occudent

mIoU: 65.1. Result ID: 6991c3373a6c3148490a6d88.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71461e209131cea504e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71461e209131cea504e7.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### OccNet

mIoU: 61.1. Result ID: 6991c3373a6c3148490a6d87.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71461e209131cea504e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a71e209131cea0ba34.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PSGN

mIoU: 60.6. Result ID: 6991c3373a6c3148490a6d83.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71461e209131cea504e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62fe1e209131ce9fc1e0.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### X2Teeth

mIoU: 59.2. Result ID: 6991c3373a6c3148490a6d86.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71461e209131cea504e7.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### 3D-R2N2

mIoU: 58.5. Result ID: 6991c3373a6c3148490a6d82.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71461e209131cea504e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa625f1e209131ce9f8e09.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DeepRetrieval

mIoU: 56.4. Result ID: 6991c3373a6c3148490a6d85.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71461e209131cea504e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65ba1e209131cea0bdfa.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Pix2Vox

mIoU: 56.2. Result ID: 6991c3373a6c3148490a6d84.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71461e209131cea504e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67ad1e209131cea17b89.md>)

[Implementation](<https://haozhexie.com/project/pix2vox>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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