# Runtime and VRAM for Multi-human 3D Reconstruction on Multi-human 3D Reconstruction dataset

Source: [Runtime and VRAM for Multi-human 3D Reconstruction on Multi-human 3D Reconstruction dataset](<https://www.sota2.com/research/sota/runtime-and-vram-for-multi-human-3d-reconstruction-on-multi-human-3d-reconstruction-dataset>)

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

Data updated: 2026-04-08T08:21:07.677Z

Evaluation of the computational performance, specifically elapsed time and peak VRAM usage, required for multi-human 3D reconstruction models.

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 | Multi-human 3D Reconstruction |
| Dataset (including any stated split) | Multi-human 3D Reconstruction dataset |
| Metric | Elapsed Time (s) |
| Unit | TIME |
| Direction | Lower 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

- [Elapsed Time (s)](<https://www.sota2.com/research/sota/runtime-and-vram-for-multi-human-3d-reconstruction-on-multi-human-3d-reconstruction-dataset.md?metric=Elapsed%20Time%20(s)>): Lower is better; unit: TIME.

- [Peak VRAM (GB)](<https://www.sota2.com/research/sota/runtime-and-vram-for-multi-human-3d-reconstruction-on-multi-human-3d-reconstruction-dataset.md?metric=Peak%20VRAM%20(GB)>): Lower is better; unit: SIZE.

## Recorded results

| Method | Elapsed Time (s) | Result date | Report paper |
| --- | --- | --- | --- |
| DeepMultiCap | 42.35 | Not recorded | 69d5e0f17d0172140ec75937 |
| ECON | 80.09 | Not recorded | 69d5e0f17d0172140ec75937 |
| PSHuman | 128.47 | Not recorded | 69d5e0f17d0172140ec75937 |
| SiTH | 148.01 | Not recorded | 69d5e0f17d0172140ec75937 |
| HUG3D | 216.32 | Not recorded | 69d5e0f17d0172140ec75937 |
| SIFU | 333.79 | Not recorded | 69d5e0f17d0172140ec75937 |
| MultiPly | 27907.67 | Not recorded | 69d5e0f17d0172140ec75937 |

### DeepMultiCap

Elapsed Time (s): 42.35. Result ID: 69d60fea47f34ce924be8cea.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0f17d0172140ec75937.md>)

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

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

### ECON

Elapsed Time (s): 80.09. Result ID: 69d60fea47f34ce924be8ce7.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0f17d0172140ec75937.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee71e209131cea42c3e.md>)

[Implementation](<https://www.sota2.com/econ.is.tue.mpg.de>)

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

### PSHuman

Elapsed Time (s): 128.47. Result ID: 69d60fea47f34ce924be8ce9.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0f17d0172140ec75937.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77981e209131cea743a7.md>)

[Implementation](<https://penghtyx.github.io/PSHuman>)

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

### SiTH

Elapsed Time (s): 148.01. Result ID: 69d60fea47f34ce924be8ce8.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0f17d0172140ec75937.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72bd1e209131cea584ca.md>)

[Implementation](<https://ait.ethz.ch/sith>)

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

### HUG3D

Elapsed Time (s): 216.32. Result ID: 69d60fea47f34ce924be8cec.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0f17d0172140ec75937.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d5e0f17d0172140ec75937.md>)

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

### SIFU

Elapsed Time (s): 333.79. Result ID: 69d60fea47f34ce924be8ce6.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0f17d0172140ec75937.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72cb1e209131cea5874f.md>)

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

### MultiPly

Elapsed Time (s): 27907.67. Result ID: 69d60fea47f34ce924be8ceb.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e0f17d0172140ec75937.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73761e209131cea5caac.md>)

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

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