# Inference Time for Multi-Human Parsing on MHP v2.0 (val)

Source: [Inference Time for Multi-Human Parsing on MHP v2.0 (val)](<https://www.sota2.com/research/sota/inference-time-for-multi-human-parsing-on-mhp-v2-0-val>)

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

Data updated: 2026-02-26T05:47:08.737Z

Evaluation focusing specifically on the inference speed (latency) of Multi-Human Parsing models tested on the validation split of the MHP v2.0 dataset.

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 Parsing |
| Dataset (including any stated split) | MHP v2.0 (val) |
| Metric | Inference Time (ms) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 9 of 9 |
| 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

- [Inference Time (ms)](<https://www.sota2.com/research/sota/inference-time-for-multi-human-parsing-on-mhp-v2-0-val.md?metric=Inference%20Time%20(ms)>): Lower is better; unit: TIME.

## Recorded results

| Method | Inference Time (ms) | Result date | Report paper |
| --- | --- | --- | --- |
| SMP | 124 | Not recorded | 68fa73431e209131cea5b624 |
| SMP | 132 | Not recorded | 68fa73431e209131cea5b624 |
| P-RCNN | 256 | Not recorded | 68fa73431e209131cea5b624 |
| RP-RCNN | 341 | Not recorded | 68fa73431e209131cea5b624 |
| PGN | 524 | Not recorded | 68fa73431e209131cea5b624 |
| NAN | 997 | Not recorded | 68fa73431e209131cea5b624 |
| M-CE2P | 1023 | Not recorded | 68fa73431e209131cea5b624 |
| MHParser | 1224 | Not recorded | 68fa73431e209131cea5b624 |
| SNT | 3546 | Not recorded | 68fa73431e209131cea5b624 |

### SMP

Inference Time (ms): 124. Result ID: 6992b3d13a6c31484910dcf7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73431e209131cea5b624.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73431e209131cea5b624.md>)

Recorded evaluation configuration: {"Approach":"Single-stage","Backbone":"ResNet-50 with DCNv2"}. This record does not assert independent reproduction.

### SMP

Inference Time (ms): 132. Result ID: 6992b3d13a6c31484910dcf8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73431e209131cea5b624.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73431e209131cea5b624.md>)

Recorded evaluation configuration: {"Approach":"Single-stage","Backbone":"ResNet-101 with DCNv2"}. This record does not assert independent reproduction.

### P-RCNN

Inference Time (ms): 256. Result ID: 6992b3d13a6c31484910dcf2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73431e209131cea5b624.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65201e209131cea08926.md>)

[Implementation](<https://github.com/soeaver/Parsing-R-CNN>)

Recorded evaluation configuration: {"Approach":"Top-down"}. This record does not assert independent reproduction.

### RP-RCNN

Inference Time (ms): 341. Result ID: 6992b3d13a6c31484910dcf3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73431e209131cea5b624.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68661e209131cea1bd11.md>)

Recorded evaluation configuration: {"Approach":"Top-down"}. This record does not assert independent reproduction.

### PGN

Inference Time (ms): 524. Result ID: 6992b3d13a6c31484910dcf6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73431e209131cea5b624.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64a81e209131cea05ef1.md>)

[Implementation](<https://github.com/Engineering-Course/CIHP_PGN>)

Recorded evaluation configuration: {"Approach":"Bottom-up"}. This record does not assert independent reproduction.

### NAN

Inference Time (ms): 997. Result ID: 6992b3d13a6c31484910dcf5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73431e209131cea5b624.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64851e209131cea0519e.md>)

[Implementation](<https://github.com/ZhaoJ9014/Multi-Human-Parsing_MHP>)

Recorded evaluation configuration: {"Approach":"Bottom-up"}. This record does not assert independent reproduction.

### M-CE2P

Inference Time (ms): 1023. Result ID: 6992b3d13a6c31484910dcf1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73431e209131cea5b624.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa651e1e209131cea0884d.md>)

[Implementation](<https://github.com/liutinglt/CE2P>)

Recorded evaluation configuration: {"Approach":"Top-down"}. This record does not assert independent reproduction.

### MHParser

Inference Time (ms): 1224. Result ID: 6992b3d13a6c31484910dcf4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73431e209131cea5b624.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68661e209131cea1bd11.md>)

Recorded evaluation configuration: {"Approach":"Top-down"}. This record does not assert independent reproduction.

### SNT

Inference Time (ms): 3546. Result ID: 6992b3d13a6c31484910dcf0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73431e209131cea5b624.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66d41e209131cea12b9d.md>)

Recorded evaluation configuration: {"Approach":"Top-down"}. This record does not assert independent reproduction.

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