Browse › Computer Vision › Pose Estimation › MPII Human Pose
MPII Human Pose Benchmark (Pose Estimation)
Pose Estimation is a computer vision task where the goal is to detect the position and orientation of a person or an object. Usually, this is done by predicting the location of specific keypoints like hands, head, elbows, etc. in case of Human Pose Estimation.
A common benchmark for this task is MPII Human Pose
The archive carries no text for this table; the description above is the archive's text for the task Pose Estimation. archive 2025-07-28
Over time archive 2025-07-28
The chart needs JavaScript; the table below carries every value.
Not inferred: PCKh-0.5. Points are placed at the row's paper date; 46 of 46 rows carry one.
Results archive 2025-07-28
Archive rows end at the archive snapshot, 2025-07-28: no result published after that date is in this table. Rank is the archive's row order at that snapshot; not re-ranked here. Metric values are the archive's strings. Column headers sort the table in your browser; each row keeps its archive rank.
| Paper | Code | Ran Syntology | Report | |||||
|---|---|---|---|---|---|---|---|---|
| 1 | PCT (swin-l, test set) | 94.3 | – | Paper | Code | 2023 | 2 of 2 ran · 0 unverified | report |
| 2 | Soft-gated Skip Connections | 94.1 | ✓ | Paper | Code | 2020 | linked, not harvested | report |
| 3 | Cascade Feature Aggregation | 93.9 | ✓ | Paper | – | 2019 | no code linked | report |
| 4 | PCT (swin-b, test set) | 93.8 | – | Paper | Code | 2023 | 2 of 2 ran · 0 unverified | report |
| 5 | TransPose | 93.5 | ✓ | Paper | Code | 2020 | linked, not harvested | report |
| 6 | UniHCP (FT) | 93.2 | ✓ | Paper | Code | 2023 | 7 of 13 ran · 6 unverified | report |
| 7 | 4xRSN-50 | 93.0 | – | Paper | Code | 2020 | 2 of 3 ran · 1 unverified | report |
| 8 | UniPose | 92.7 | – | Paper | Code | 2020 | linked, not harvested | report |
| 9 | MSPN | 92.6 | – | Paper | Code | 2019 | linked, not harvested | report |
| 10 | Spatial Context | 92.5 | – | Paper | – | 2019 | no code linked | report |
| 11 | HRNet-W32 | 92.3 | – | Paper | Code | 2019 | 8 of 25 ran · 17 unverified | report |
| 12 | DLCM | 92.3 | – | Paper | – | 2018 | no code linked | report |
| 13 | Multi-Scale Structure-Aware Network | 92.1 | – | Paper | – | 2018 | no code linked | report |
| 14 | Pyramid Residual Modules (PRMs) | 92.0 | – | Paper | Code | 2017 | linked, not harvested | report |
| 15 | Chen et al. ICCV'17 | 91.9 | – | Paper | Code | 2017 | linked, not harvested | report |
| 16 | Chou et al. arXiv'17 | 91.8 | – | Paper | Code | 2017 | linked, not harvested | report |
| 17 | Multi-Context Attention | 91.5 | – | Paper | Code | 2017 | linked, not harvested | report |
| 18 | Residual Hourglass +ASR+AHO | 91.5 | – | Paper | – | 2018 | no code linked | report |
| 19 | DU-Net | 91.2 | – | Paper | Code | 2018 | linked, not harvested | report |
| 20 | Stacked hourglass + Inception-resnet | 91.2 | – | Paper | Code | 2017 | linked, not harvested | report |
| 21 | EfficientPose IV | 91.2 | – | Paper | Code | 2020 | linked, not harvested | report |
| 22 | FPD | 91.1 | – | Paper | Code | 2018 | linked, not harvested | report |
| 23 | Integral Regression | 91.0 | – | Paper | Code | 2017 | linked, not harvested | report |
| 24 | Stacked Hourglass Networks | 90.9 | – | Paper | Code | 2016 | 2 of 25 ran · 23 unverified | report |
| 25 | DarkPose | 90.6 | – | Paper | Code | 2019 | 5 of 9 ran · 4 unverified | report |
| 26 | TFPose(ResNet-50) | 90.4 | ✓ | Paper | – | 2021 | no code linked | report |
| 27 | Human Pose Estimation | 89.7 | – | Paper | Code | 2016 | linked, not harvested | report |
| 28 | Part heatmap regression (ResNet-152) | 89.7 | – | Paper | Code | 2016 | linked, not harvested | report |
| 29 | DSNTr ResNet-50@28px | 89.5 | – | Paper | Code | 2018 | linked, not harvested | report |
| 30 | CU-Net | 89.4 | – | Paper | Code | 2018 | linked, not harvested | report |
| 31 | OpenPose | 88.8 | – | Paper | Code | 2020 | linked, not harvested | report |
| 32 | Convolutional Pose Machines | 88.52 | – | Paper | Code | 2016 | 1 of 4 ran · 3 unverified | report |
| 33 | ResNet-152 + intermediate supervision | 88.52 | – | Paper | Code | 2016 | linked, not harvested | report |
| 34 | Dite-HRNet-30 | 87.6 | – | Paper | Code | 2022 | linked, not harvested | report |
| 35 | Tucker T-Net | 87.5 | – | Paper | – | 2019 | no code linked | report |
| 36 | CHPR | 86.4 | – | Paper | Code | 2017 | linked, not harvested | report |
| 37 | Lifshitz et al. | 85.0 | – | Paper | – | 2016 | no code linked | report |
| 38 | EfficientPose RT | 84.8 | – | Paper | Code | 2020 | linked, not harvested | report |
| 39 | Matrix | 82.5 | – | Paper | – | 2019 | no code linked | report |
| 40 | DeepCut | 82.40 | – | Paper | Code | 2015 | linked, not harvested | report |
| 41 | QP2 | 82.4 | – | Paper | Code | 2015 | linked, not harvested | report |
| 42 | Tompson et al. | 82.0 | – | Paper | Code | 2014 | linked, not harvested | report |
| 43 | x | 81.3 | – | Paper | Code | 2018 | linked, not harvested | report |
| 44 | IEF | 81.3 | – | Paper | Code | 2015 | linked, not harvested | report |
| 45 | QP1 | 81.1 | – | Paper | Code | 2015 | linked, not harvested | report |
| 46 | Improved Binary Network (HourGlass) | 80.9 | – | Paper | Code | 2019 | linked, not harvested | report |
All 46 rows shown. 46 link to a paper page on this site; 5 are marked as using additional training data in the archive. No GitHub stars are tracked; "Code" is the first repository the archive lists for the row. The archive carries no row tags, review links or community-submitted rows for this table; none are shown. archive 2025-07-28
Syntology Ran reads "N of M ran · U unverified": of the M code samples Syntology harvested from repositories linked to that row's paper (joined by arXiv id), N executed on a synthesized input and the other U = M−N are unverified (harvested, no recorded run). It counts code from repositories linked to that row's paper, not this result: the row's number was not reproduced and nothing here is a correctness claim. The other cell texts mean no graph line for the row: "linked, not harvested" (the archive links code, Syntology has not harvested it), "no code linked" (no code link in the archive), "not matched" (the row's paper URL matched no paper on this site). 8 rows have a graph line, from 7 distinct papers; 8 rows (7 papers) have at least one sample that ran. Counting each paper once: Syntology ran 27 of 81 samples; 54 unverified. Separately, 4 of those 81 are pointer-only (licence): the site points at that code rather than redistributing it, a licence property recorded for ran and unverified samples alike; each cell's tooltip carries the row's own pointer-only count. Read from the graph 2026-09-24. Per-sample status is on the paper page.
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections