# 3D Reconstruction on Original View Images

Source: [3D Reconstruction on Original View Images](<https://www.sota2.com/research/sota/3d-reconstruction-on-original-view-images>)

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

Data updated: 2026-02-26T05:48:11.992Z

Evaluation of 3D Reconstruction performance on the Original View Images dataset, reporting image quality metrics such as LPIPS, SSIM, PSNR, and MSE.

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 Reconstruction |
| Dataset (including any stated split) | Original View Images |
| Metric | LPIPS |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 2 of 2 |
| 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

- [LPIPS](<https://www.sota2.com/research/sota/3d-reconstruction-on-original-view-images.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/3d-reconstruction-on-original-view-images.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [PSNR](<https://www.sota2.com/research/sota/3d-reconstruction-on-original-view-images.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [MSE](<https://www.sota2.com/research/sota/3d-reconstruction-on-original-view-images.md?metric=MSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | LPIPS | Result date | Report paper |
| --- | --- | --- | --- |
| Controllable Convolutional Deformation | 0.31 | Not recorded | 68fa6a211e209131cea2629c |
| DIB-R | 0.33 | Not recorded | 68fa6a211e209131cea2629c |

### Controllable Convolutional Deformation

LPIPS: 0.31. Result ID: 698e1255ffc3901de09a92df.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a211e209131cea2629c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a211e209131cea2629c.md>)

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

### DIB-R

LPIPS: 0.33. Result ID: 698e1255ffc3901de09a92de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a211e209131cea2629c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66ad1e209131cea11a4e.md>)

[Implementation](<https://nv-tlabs.github.io/DIB-R/>)

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

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