# Detailed geometry reconstruction on Hi4D

Source: [Detailed geometry reconstruction on Hi4D](<https://www.sota2.com/research/sota/detailed-geometry-reconstruction-on-hi4d>)

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

Data updated: 2026-02-26T05:47:20.148Z

Evaluation of detailed geometry reconstruction performance on the Hi4D dataset, reporting metrics such as IoU, C-L2, P2S, and NC.

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 | Detailed geometry reconstruction |
| Dataset (including any stated split) | Hi4D |
| Metric | IoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [IoU](<https://www.sota2.com/research/sota/detailed-geometry-reconstruction-on-hi4d.md?metric=IoU>): Higher is better; unit: PERCENT.

- [C-L2](<https://www.sota2.com/research/sota/detailed-geometry-reconstruction-on-hi4d.md?metric=C-L2>): Lower is better; unit: SCALAR.

- [P2S](<https://www.sota2.com/research/sota/detailed-geometry-reconstruction-on-hi4d.md?metric=P2S>): Lower is better; unit: SCALAR.

- [NC](<https://www.sota2.com/research/sota/detailed-geometry-reconstruction-on-hi4d.md?metric=NC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | IoU | Result date | Report paper |
| --- | --- | --- | --- |
| DMC | 90.6 | Not recorded | 68fa6ede1e209131cea4283f |
| DMC | 89.3 | Not recorded | 68fa6ede1e209131cea4283f |
| ICON | 78 | Not recorded | 68fa6ede1e209131cea4283f |
| PIFuHD | 76.1 | Not recorded | 68fa6ede1e209131cea4283f |

### DMC

IoU: 90.6. Result ID: 699063983a6c314849003082.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ede1e209131cea4283f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aac1e209131cea29a43.md>)

Recorded evaluation configuration: {"Setting":"Multi-view","Number of views":"8-views"}. This record does not assert independent reproduction.

### DMC

IoU: 89.3. Result ID: 699063983a6c314849003081.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ede1e209131cea4283f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aac1e209131cea29a43.md>)

Recorded evaluation configuration: {"Setting":"Multi-view","Number of views":"4-views"}. This record does not assert independent reproduction.

### ICON

IoU: 78. Result ID: 699063983a6c314849003080.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ede1e209131cea4283f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea32544.md>)

[Implementation](<https://icon.is.tue.mpg.de/>)

Recorded evaluation configuration: {"Setting":"Monocular"}. This record does not assert independent reproduction.

### PIFuHD

IoU: 76.1. Result ID: 699063983a6c31484900307f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ede1e209131cea4283f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67551e209131cea1598e.md>)

[Implementation](<https://shunsukesaito.github.io/PIFuHD/>)

Recorded evaluation configuration: {"Setting":"Monocular"}. This record does not assert independent reproduction.

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