# 3D Reconstruction on HiRoom

Source: [3D Reconstruction on HiRoom](<https://www.sota2.com/research/sota/3d-reconstruction-on-hiroom>)

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

Data updated: 2026-05-27T07:38:45.661Z

Evaluation of 3D Reconstruction performance on the HiRoom dataset, reporting F1 score.

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) | HiRoom |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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

- [F1 Score](<https://www.sota2.com/research/sota/3d-reconstruction-on-hiroom.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| DA3+Free Geo | 78.1 | Not recorded | 69e06d337d0172140ec7cc47 |
| DA3 | 77.7 | Not recorded | 69e06d337d0172140ec7cc47 |
| DA3+Free Geo | 57.8 | Not recorded | 69e06d337d0172140ec7cc47 |
| DA3 | 55.7 | Not recorded | 69e06d337d0172140ec7cc47 |
| VGGT+Free Geo | 52.8 | Not recorded | 69e06d337d0172140ec7cc47 |
| VGGT | 50.2 | Not recorded | 69e06d337d0172140ec7cc47 |
| VGGT+Free Geo | 30.7 | Not recorded | 69e06d337d0172140ec7cc47 |
| VGGT | 27.6 | Not recorded | 69e06d337d0172140ec7cc47 |
| FMA-Net | 1.319 | Not recorded | 6a167aa0dbd7150506f7fff2 |
| InstructIR | 1.183 | Not recorded | 6a167aa0dbd7150506f7fff2 |
| HI-Diff | 1.173 | Not recorded | 6a167aa0dbd7150506f7fff2 |
| LQ Input | 0.946 | Not recorded | 6a167aa0dbd7150506f7fff2 |
| Restormer | 0.889 | Not recorded | 6a167aa0dbd7150506f7fff2 |
| VRT | 0.882 | Not recorded | 6a167aa0dbd7150506f7fff2 |
| MoCE-IR | 0.87 | Not recorded | 6a167aa0dbd7150506f7fff2 |
| GARD\_BASE | 0.512 | Not recorded | 6a167aa0dbd7150506f7fff2 |
| VAEMVD | 0.389 | Not recorded | 6a167aa0dbd7150506f7fff2 |
| HQ Input | 0.349 | Not recorded | 6a167aa0dbd7150506f7fff2 |

### DA3+Free Geo

F1 Score: 78.1. Result ID: 69e09ed047f34ce924c9e0ec.

[Reporting paper](<https://www.sota2.com/research/paper/69e06d337d0172140ec7cc47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e06d337d0172140ec7cc47.md>)

[Implementation](<https://github.com/hiteacherIamhumble/Free-Geometry>)

Recorded evaluation configuration: {"#View":"8"}. This record does not assert independent reproduction.

### DA3

F1 Score: 77.7. Result ID: 69e09ed047f34ce924c9e0eb.

[Reporting paper](<https://www.sota2.com/research/paper/69e06d337d0172140ec7cc47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6916b7a30052cac1dc65e1dd.md>)

[Implementation](<https://github.com/ByteDance-Seed/depth-anything-3>)

Recorded evaluation configuration: {"#View":"8"}. This record does not assert independent reproduction.

### DA3+Free Geo

F1 Score: 57.8. Result ID: 69e09ed047f34ce924c9e0e8.

[Reporting paper](<https://www.sota2.com/research/paper/69e06d337d0172140ec7cc47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e06d337d0172140ec7cc47.md>)

[Implementation](<https://github.com/hiteacherIamhumble/Free-Geometry>)

Recorded evaluation configuration: {"#View":"4"}. This record does not assert independent reproduction.

### DA3

F1 Score: 55.7. Result ID: 69e09ed047f34ce924c9e0e7.

[Reporting paper](<https://www.sota2.com/research/paper/69e06d337d0172140ec7cc47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6916b7a30052cac1dc65e1dd.md>)

[Implementation](<https://github.com/ByteDance-Seed/depth-anything-3>)

Recorded evaluation configuration: {"#View":"4"}. This record does not assert independent reproduction.

### VGGT+Free Geo

F1 Score: 52.8. Result ID: 69e09ed047f34ce924c9e0ea.

[Reporting paper](<https://www.sota2.com/research/paper/69e06d337d0172140ec7cc47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e06d337d0172140ec7cc47.md>)

[Implementation](<https://github.com/hiteacherIamhumble/Free-Geometry>)

Recorded evaluation configuration: {"#View":"8"}. This record does not assert independent reproduction.

### VGGT

F1 Score: 50.2. Result ID: 69e09ed047f34ce924c9e0e9.

[Reporting paper](<https://www.sota2.com/research/paper/69e06d337d0172140ec7cc47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa777a1e209131cea736f0.md>)

[Implementation](<https://github.com/facebookresearch/vggt>)

Recorded evaluation configuration: {"#View":"8"}. This record does not assert independent reproduction.

### VGGT+Free Geo

F1 Score: 30.7. Result ID: 69e09ed047f34ce924c9e0e6.

[Reporting paper](<https://www.sota2.com/research/paper/69e06d337d0172140ec7cc47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e06d337d0172140ec7cc47.md>)

[Implementation](<https://github.com/hiteacherIamhumble/Free-Geometry>)

Recorded evaluation configuration: {"#View":"4"}. This record does not assert independent reproduction.

### VGGT

F1 Score: 27.6. Result ID: 69e09ed047f34ce924c9e0e5.

[Reporting paper](<https://www.sota2.com/research/paper/69e06d337d0172140ec7cc47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa777a1e209131cea736f0.md>)

[Implementation](<https://github.com/facebookresearch/vggt>)

Recorded evaluation configuration: {"#View":"4"}. This record does not assert independent reproduction.

### FMA-Net

F1 Score: 1.319. Result ID: 6a169f83fbc373592c0f769b.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa0dbd7150506f7fff2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c45.md>)

[Implementation](<https://kaist-viclab.github.io/fmanet-site>)

Recorded evaluation configuration: {"Input Condition":"LQ","Restoration Type":"Multi-View","Reconstruction Model":"DA3-BASE"}. This record does not assert independent reproduction.

### InstructIR

F1 Score: 1.183. Result ID: 6a169f83fbc373592c0f7698.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa0dbd7150506f7fff2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74fb1e209131cea65116.md>)

Recorded evaluation configuration: {"Input Condition":"LQ","Restoration Type":"Single-View","Reconstruction Model":"DA3-BASE"}. This record does not assert independent reproduction.

### HI-Diff

F1 Score: 1.173. Result ID: 6a169f83fbc373592c0f7697.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa0dbd7150506f7fff2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b41e209131cea4cad2.md>)

[Implementation](<https://github.com/zhengchen1999/HI-Diff>)

Recorded evaluation configuration: {"Input Condition":"LQ","Restoration Type":"Single-View","Reconstruction Model":"DA3-BASE"}. This record does not assert independent reproduction.

### LQ Input

F1 Score: 0.946. Result ID: 6a169f83fbc373592c0f7695.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa0dbd7150506f7fff2.md>)

Recorded evaluation configuration: {"Input Condition":"LQ","Restoration Type":"None","Reconstruction Model":"DA3-BASE"}. This record does not assert independent reproduction.

### Restormer

F1 Score: 0.889. Result ID: 6a169f83fbc373592c0f7696.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa0dbd7150506f7fff2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfc1e209131cea316e3.md>)

[Implementation](<https://github.com/swz30/Restormer>)

Recorded evaluation configuration: {"Input Condition":"LQ","Restoration Type":"Single-View","Reconstruction Model":"DA3-BASE"}. This record does not assert independent reproduction.

### VRT

F1 Score: 0.882. Result ID: 6a169f83fbc373592c0f769a.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa0dbd7150506f7fff2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cc81e209131cea35fa3.md>)

[Implementation](<https://github.com/JingyunLiang/VRT>)

Recorded evaluation configuration: {"Input Condition":"LQ","Restoration Type":"Multi-View","Reconstruction Model":"DA3-BASE"}. This record does not assert independent reproduction.

### MoCE-IR

F1 Score: 0.87. Result ID: 6a169f83fbc373592c0f7699.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa0dbd7150506f7fff2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa776a1e209131cea7322a.md>)

[Implementation](<https://www.sota2.com/eduardzamfir.github.io/MoCE-IR/>)

Recorded evaluation configuration: {"Input Condition":"LQ","Restoration Type":"Single-View","Reconstruction Model":"DA3-BASE"}. This record does not assert independent reproduction.

### GARD\_BASE

F1 Score: 0.512. Result ID: 6a169f83fbc373592c0f769d.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa0dbd7150506f7fff2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a167aa0dbd7150506f7fff2.md>)

[Implementation](<https://github.com/cvlab-kaist/GARD>)

Recorded evaluation configuration: {"Input Condition":"LQ","Restoration Type":"Multi-View","Reconstruction Model":"DA3-BASE"}. This record does not assert independent reproduction.

### VAEMVD

F1 Score: 0.389. Result ID: 6a169f83fbc373592c0f769c.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa0dbd7150506f7fff2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e2d1e209131cea3e5fb.md>)

Recorded evaluation configuration: {"Input Condition":"LQ","Restoration Type":"Multi-View","Reconstruction Model":"DA3-BASE"}. This record does not assert independent reproduction.

### HQ Input

F1 Score: 0.349. Result ID: 6a169f83fbc373592c0f7694.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa0dbd7150506f7fff2.md>)

Recorded evaluation configuration: {"Input Condition":"HQ","Restoration Type":"None","Reconstruction Model":"DA3-BASE"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.