# Human Parsing on MHP v2.0 (val)

Source: [Human Parsing on MHP v2.0 (val)](<https://www.sota2.com/research/sota/human-parsing-on-mhp-v2-0-val>)

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

Data updated: 2026-02-26T05:23:32.719Z

Evaluation of Human Parsing performance on the validation split of the MHP v2.0 dataset, reporting metrics including mIoU, APp50, APpvol, and PCP50.

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 | Human Parsing |
| Dataset (including any stated split) | MHP v2.0 (val) |
| Metric | APp50 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 27 of 27 |
| 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

- [APp50](<https://www.sota2.com/research/sota/human-parsing-on-mhp-v2-0-val.md?metric=APp50>): Higher is better; unit: PERCENT.

- [mIoU](<https://www.sota2.com/research/sota/human-parsing-on-mhp-v2-0-val.md?metric=mIoU>): Higher is better; unit: PERCENT.

- [APpvol](<https://www.sota2.com/research/sota/human-parsing-on-mhp-v2-0-val.md?metric=APpvol>): Higher is better; unit: PERCENT.

- [PCP50](<https://www.sota2.com/research/sota/human-parsing-on-mhp-v2-0-val.md?metric=PCP50>): Higher is better; unit: PERCENT.

- [M-Adds (G)](<https://www.sota2.com/research/sota/human-parsing-on-mhp-v2-0-val.md?metric=M-Adds%20(G)>): Lower is better; unit: SIZE.

## Recorded results

| Method | APp50 | Result date | Report paper |
| --- | --- | --- | --- |
| SMP | 47.1 | Not recorded | 68fa73431e209131cea5b624 |
| SMP | 46.9 | Not recorded | 68fa73431e209131cea5b624 |
| RP-RCNN | 45.3 | Not recorded | 68fa73431e209131cea5b624 |
| SMP | 45.3 | Not recorded | 68fa73431e209131cea5b624 |
| AIParsing | 43.2 | Not recorded | 68fa73431e209131cea5b624 |
| SMP | 43 | Not recorded | 68fa73431e209131cea5b624 |
| SMP | 42 | Not recorded | 68fa73431e209131cea5b624 |
| AIParsing | 41.1 | Not recorded | 68fa73431e209131cea5b624 |
| RP-RCNN | 40.5 | Not recorded | 68fa69701e209131cea22121 |
| RP-RCNN | 40.5 | Not recorded | 68fa73431e209131cea5b624 |
| Ours | 39 | Not recorded | 68fa69701e209131cea22121 |
| DSPF | 39 | Not recorded | 68fa73431e209131cea5b624 |
| SMP | 38.4 | Not recorded | 68fa73431e209131cea5b624 |
| M-CE2P | 34.5 | Not recorded | 68fa73431e209131cea5b624 |
| SNT | 34.4 | Not recorded | 68fa69701e209131cea22121 |
| SNT | 34.4 | Not recorded | 68fa73431e209131cea5b624 |
| M-CE2P | 30.9 | Not recorded | 68fa69701e209131cea22121 |
| P-RCNN | 30.2 | Not recorded | 68fa69701e209131cea22121 |
| P-RCNN | 30.2 | Not recorded | 68fa73431e209131cea5b624 |
| NAN | 25.1 | Not recorded | 68fa69701e209131cea22121 |
| NAN | 25.1 | Not recorded | 68fa73431e209131cea5b624 |
| MHParser | 18 | Not recorded | 68fa69701e209131cea22121 |
| MHParser | 18 | Not recorded | 68fa73431e209131cea5b624 |
| PGN | 17.6 | Not recorded | 68fa69701e209131cea22121 |
| PGN | 17.6 | Not recorded | 68fa73431e209131cea5b624 |
| M-RCNN | 14.9 | Not recorded | 68fa69701e209131cea22121 |
| M-RCNN | 14.9 | Not recorded | 68fa73431e209131cea5b624 |

### SMP

APp50: 47.1. Result ID: 6992b3d13a6c31484910dd0a.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet-101 with DCNv2","Extra data":null,"Epoch":36}. This record does not assert independent reproduction.

### SMP

APp50: 46.9. Result ID: 6992b3d13a6c31484910dd08.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet-50 with DCNv2","Extra data":null,"Epoch":36}. This record does not assert independent reproduction.

### RP-RCNN

APp50: 45.3. Result ID: 6992b3d13a6c31484910dcfe.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet-50","Extra data":"Pose","Epoch":150}. This record does not assert independent reproduction.

### SMP

APp50: 45.3. Result ID: 6992b3d13a6c31484910dd09.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet-101","Extra data":null,"Epoch":36}. This record does not assert independent reproduction.

### AIParsing

APp50: 43.2. Result ID: 6992b3d13a6c31484910dd00.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d651e209131cea3977d.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-101","Extra data":null,"Epoch":75}. This record does not assert independent reproduction.

### SMP

APp50: 43. Result ID: 6992b3d13a6c31484910dd06.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet-101 with DCNv2","Extra data":null,"Epoch":12}. This record does not assert independent reproduction.

### SMP

APp50: 42. Result ID: 6992b3d13a6c31484910dd07.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet-50","Extra data":null,"Epoch":36}. This record does not assert independent reproduction.

### AIParsing

APp50: 41.1. Result ID: 6992b3d13a6c31484910dcff.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d651e209131cea3977d.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Extra data":null,"Epoch":75}. This record does not assert independent reproduction.

### RP-RCNN

APp50: 40.5. Result ID: 698da9c08b517eb43322f7c2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69701e209131cea22121.md>)

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

Recorded evaluation configuration: {"Category":"top-down models"}. This record does not assert independent reproduction.

### RP-RCNN

APp50: 40.5. Result ID: 6992b3d13a6c31484910dcfd.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet-50","Extra data":"Pose","Epoch":75}. This record does not assert independent reproduction.

### Ours

APp50: 39. Result ID: 698da9c08b517eb43322f7c6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69701e209131cea22121.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69701e209131cea22121.md>)

[Implementation](<https://github.com/tfzhou/MG-HumanParsing>)

Recorded evaluation configuration: {"Category":"bottom-up models"}. This record does not assert independent reproduction.

### DSPF

APp50: 39. Result ID: 6992b3d13a6c31484910dd04.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa69701e209131cea22121.md>)

[Implementation](<https://github.com/tfzhou/MG-HumanParsing>)

Recorded evaluation configuration: {"Backbone":"ResNet-101","Extra data":"Pose","Epoch":150}. This record does not assert independent reproduction.

### SMP

APp50: 38.4. Result ID: 6992b3d13a6c31484910dd05.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet-101","Extra data":null,"Epoch":12}. This record does not assert independent reproduction.

### M-CE2P

APp50: 34.5. Result ID: 6992b3d13a6c31484910dcfb.

[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: {"Backbone":"ResNet-101","Extra data":null,"Epoch":150}. This record does not assert independent reproduction.

### SNT

APp50: 34.4. Result ID: 698da9c08b517eb43322f7c1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69701e209131cea22121.md>)

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

Recorded evaluation configuration: {"Category":"top-down models"}. This record does not assert independent reproduction.

### SNT

APp50: 34.4. Result ID: 6992b3d13a6c31484910dcfc.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet-101","Extra data":null,"Epoch":null}. This record does not assert independent reproduction.

### M-CE2P

APp50: 30.9. Result ID: 698da9c08b517eb43322f7c0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69701e209131cea22121.md>)

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

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

Recorded evaluation configuration: {"Category":"top-down models"}. This record does not assert independent reproduction.

### P-RCNN

APp50: 30.2. Result ID: 698da9c08b517eb43322f7bf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69701e209131cea22121.md>)

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

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

Recorded evaluation configuration: {"Category":"top-down models"}. This record does not assert independent reproduction.

### P-RCNN

APp50: 30.2. Result ID: 6992b3d13a6c31484910dcfa.

[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: {"Backbone":"ResNeXt-101","Extra data":"Pose","Epoch":75}. This record does not assert independent reproduction.

### NAN

APp50: 25.1. Result ID: 698da9c08b517eb43322f7c5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69701e209131cea22121.md>)

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

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

Recorded evaluation configuration: {"Category":"bottom-up models"}. This record does not assert independent reproduction.

### NAN

APp50: 25.1. Result ID: 6992b3d13a6c31484910dd03.

[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: {"Backbone":null,"Extra data":null,"Epoch":"~80"}. This record does not assert independent reproduction.

### MHParser

APp50: 18. Result ID: 698da9c08b517eb43322f7c4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69701e209131cea22121.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64231e209131cea02c6e.md>)

Recorded evaluation configuration: {"Category":"bottom-up models"}. This record does not assert independent reproduction.

### MHParser

APp50: 18. Result ID: 6992b3d13a6c31484910dd02.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet-101","Extra data":null,"Epoch":null}. This record does not assert independent reproduction.

### PGN

APp50: 17.6. Result ID: 698da9c08b517eb43322f7c3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69701e209131cea22121.md>)

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

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

Recorded evaluation configuration: {"Category":"bottom-up models"}. This record does not assert independent reproduction.

### PGN

APp50: 17.6. Result ID: 6992b3d13a6c31484910dd01.

[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: {"Backbone":"ResNet-101","Extra data":null,"Epoch":null}. This record does not assert independent reproduction.

### M-RCNN

APp50: 14.9. Result ID: 698da9c08b517eb43322f7be.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69701e209131cea22121.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63f21e209131cea01b22.md>)

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

Recorded evaluation configuration: {"Category":"top-down models"}. This record does not assert independent reproduction.

### M-RCNN

APp50: 14.9. Result ID: 6992b3d13a6c31484910dcf9.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa63f21e209131cea01b22.md>)

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

Recorded evaluation configuration: {"Backbone":"ResNet-50","Extra data":null,"Epoch":null}. This record does not assert independent reproduction.

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