# 3D Human Mesh Recovery on Inference Speed (test)

Source: [3D Human Mesh Recovery on Inference Speed (test)](<https://www.sota2.com/research/sota/3d-human-mesh-recovery-on-inference-speed-test>)

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

Data updated: 2026-02-26T05:44:57.696Z

Evaluation of 3D Human Mesh Recovery performance measured specifically for inference speed (FPS) on the designated test set.

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 Human Mesh Recovery |
| Dataset (including any stated split) | Inference Speed (test) |
| Metric | FPS |
| Unit | TIME |
| 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

- [FPS](<https://www.sota2.com/research/sota/3d-human-mesh-recovery-on-inference-speed-test.md?metric=FPS>): Higher is better; unit: TIME.

## Recorded results

| Method | FPS | Result date | Report paper |
| --- | --- | --- | --- |
| ROMP | 30.9 | Not recorded | 68fa6ad21e209131cea2a916 |
| ROMP | 20.8 | Not recorded | 68fa6ad21e209131cea2a916 |
| CRMH | 14.1 | Not recorded | 68fa6ad21e209131cea2a916 |
| VIBE | 10.9 | Not recorded | 68fa6ad21e209131cea2a916 |

### ROMP

FPS: 30.9. Result ID: 698e3e0affc3901de09bf608.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ad21e209131cea2a916.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ad21e209131cea2a916.md>)

[Implementation](<https://github.com/Arthur151/ROMP>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Hardware":"1070Ti GPU"}. This record does not assert independent reproduction.

### ROMP

FPS: 20.8. Result ID: 698e3e0affc3901de09bf607.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ad21e209131cea2a916.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ad21e209131cea2a916.md>)

[Implementation](<https://github.com/Arthur151/ROMP>)

Recorded evaluation configuration: {"Backbone":"HRNet-32","Hardware":"1070Ti GPU"}. This record does not assert independent reproduction.

### CRMH

FPS: 14.1. Result ID: 698e3e0affc3901de09bf606.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ad21e209131cea2a916.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67b41e209131cea17ee1.md>)

[Implementation](<https://jiangwenpl.github.io/multiperson>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Hardware":"1070Ti GPU"}. This record does not assert independent reproduction.

### VIBE

FPS: 10.9. Result ID: 698e3e0affc3901de09bf605.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ad21e209131cea2a916.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa676f1e209131cea1631b.md>)

[Implementation](<https://github.com/mkocabas/VIBE>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Hardware":"1070Ti GPU"}. This record does not assert independent reproduction.

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