# Dense Human Pose Regression on DensePose MSCOCO (test) Source: [Dense Human Pose Regression on DensePose MSCOCO (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:42:10.800Z Evaluation of Dense Human Pose Regression performance on the test split of the DensePose MSCOCO dataset, reporting error distances at 5cm, 10cm, and 20cm thresholds. 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 | Dense human pose regression | | Dataset (including any stated split) | DensePose MSCOCO (test) | | Metric | Error (5cm Threshold) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Error (5cm Threshold)](): Higher is better; unit: PERCENT. - [Error (10cm Threshold)](): Higher is better; unit: PERCENT. - [Error (20cm Threshold)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Error (5cm Threshold) | Result date | Report paper | | --- | --- | --- | --- | | DensePose | 56.04 | Not recorded | 68fa69a11e209131cea23395 | | HumanGPS | 55.41 | Not recorded | 68fa69a11e209131cea23395 | | HumanGPS (ResNet-101 FCN) | 53.01 | Not recorded | 68fa69a11e209131cea23395 | | HumanGPS | 53.01 | Not recorded | 68fa69a11e209131cea23395 | | HumanGPS | 52.91 | Not recorded | 68fa69a11e209131cea23395 | | DensePose | 52.23 | Not recorded | 68fa69a11e209131cea23395 | | DensePose (ResNet-101 FCN) | 51.32 | Not recorded | 68fa69a11e209131cea23395 | | DensePose | 51.32 | Not recorded | 68fa69a11e209131cea23395 | | HumanGPS (HG - 1 stack) | 50.5 | Not recorded | 68fa69a11e209131cea23395 | | HumanGPS | 50.5 | Not recorded | 68fa69a11e209131cea23395 | | Slim DensePose (HG - 1 stack) | 49.89 | Not recorded | 68fa69a11e209131cea23395 | | DensePose | 49.89 | Not recorded | 68fa69a11e209131cea23395 | | HumanGPS (ResNet-101 FCN) | 49.09 | Not recorded | 68fa69a11e209131cea23395 | | HumanGPS | 49.09 | Not recorded | 68fa69a11e209131cea23395 | | DensePose (ResNet-101 FCN) | 43.05 | Not recorded | 68fa69a11e209131cea23395 | | DensePose | 43.05 | Not recorded | 68fa69a11e209131cea23395 | ### DensePose Error (5cm Threshold): 56.04. Result ID: 698dcc098b517eb43323caf1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"HG Stack-8","Training Background":"Standard background"}. This record does not assert independent reproduction. ### HumanGPS Error (5cm Threshold): 55.41. Result ID: 698dcc098b517eb43323caf2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"HG Stack-8","Training Background":"Standard background"}. This record does not assert independent reproduction. ### HumanGPS (ResNet-101 FCN) Error (5cm Threshold): 53.01. Result ID: 698dcc098b517eb43323cacf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-101 FCN","Training condition":"Foreground only","Ground-truth bounding box usage":"Given"}. This record does not assert independent reproduction. ### HumanGPS Error (5cm Threshold): 53.01. Result ID: 698dcc098b517eb43323caec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ResNet-101 FCN","Training Background":"White background"}. This record does not assert independent reproduction. ### HumanGPS Error (5cm Threshold): 52.91. Result ID: 698dcc098b517eb43323caf0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"HG Stack-2","Training Background":"Standard background"}. This record does not assert independent reproduction. ### DensePose Error (5cm Threshold): 52.23. Result ID: 698dcc098b517eb43323caef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"HG Stack-2","Training Background":"Standard background"}. This record does not assert independent reproduction. ### DensePose (ResNet-101 FCN) Error (5cm Threshold): 51.32. Result ID: 698dcc098b517eb43323cacc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-101 FCN","Training condition":"Foreground only","Ground-truth bounding box usage":"Given"}. This record does not assert independent reproduction. ### DensePose Error (5cm Threshold): 51.32. Result ID: 698dcc098b517eb43323caeb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ResNet-101 FCN","Training Background":"White background"}. This record does not assert independent reproduction. ### HumanGPS (HG - 1 stack) Error (5cm Threshold): 50.5. Result ID: 698dcc098b517eb43323cad0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"HG - 1 stack","Training condition":"Full image","Ground-truth bounding box usage":"Given"}. This record does not assert independent reproduction. ### HumanGPS Error (5cm Threshold): 50.5. Result ID: 698dcc098b517eb43323caee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"HG Stack-1","Training Background":"Standard background"}. This record does not assert independent reproduction. ### Slim DensePose (HG - 1 stack) Error (5cm Threshold): 49.89. Result ID: 698dcc098b517eb43323cacd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HG - 1 stack","Training condition":"Full image","Ground-truth bounding box usage":"Given"}. This record does not assert independent reproduction. ### DensePose Error (5cm Threshold): 49.89. Result ID: 698dcc098b517eb43323caed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"HG Stack-1","Training Background":"Standard background"}. This record does not assert independent reproduction. ### HumanGPS (ResNet-101 FCN) Error (5cm Threshold): 49.09. Result ID: 698dcc098b517eb43323cace. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-101 FCN","Training condition":"Full image","Ground-truth bounding box usage":"Given"}. This record does not assert independent reproduction. ### HumanGPS Error (5cm Threshold): 49.09. Result ID: 698dcc098b517eb43323caea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ResNet-101 FCN","Training Background":"Standard background"}. This record does not assert independent reproduction. ### DensePose (ResNet-101 FCN) Error (5cm Threshold): 43.05. Result ID: 698dcc098b517eb43323cacb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-101 FCN","Training condition":"Full image","Ground-truth bounding box usage":"Given"}. This record does not assert independent reproduction. ### DensePose Error (5cm Threshold): 43.05. Result ID: 698dcc098b517eb43323cae9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ResNet-101 FCN","Training Background":"Standard background"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.