We are happy to include your results, please send your predictions on the test set to [eldar at mpi-inf.mpg.de]
Leeds Sport Pose (LSP) Dataset
Evaluation toolkit
PCP evaluation measure
Observer-Centric (OC) annotations
| Method | Torso | Upper leg | Lower leg | Upper arm | Forearm | Head | PCP |
|---|---|---|---|---|---|---|---|
| Kiefel&Gehler, ECCV'14, (predictions) | 84.3 | 74.5 | 67.6 | 54.1 | 28.3 | 78.3 | 61.2 |
| Pishchulin et al., CVPR'13, (predictions) | 87.4 | 75.7 | 68.0 | 54.4 | 33.7 | 77.4 | 62.8 |
| Fu et al., ICCV'15, (predictions) | 85.4 | 75.0 | 72.0 | 62.0 | 48.0 | 77.7 | 67.7 |
| Ramakrishna et al., ECCV'14, (predictions) | 88.1 | 79.0 | 73.6 | 62.8 | 39.5 | 80.4 | 67.8 |
| Ouyang et al., CVPR'14, (predictions) | 88.6 | 77.8 | 71.9 | 61.9 | 45.4 | 84.3 | 68.7 |
| Pishchulin et al., ICCV'13, (predictions) | 88.7 | 78.9 | 73.2 | 61.8 | 45.0 | 85.1 | 69.2 |
| Chen&Yuille, NIPS'14, (predictions) | 92.7 | 82.9 | 77.0 | 69.2 | 55.4 | 87.8 | 75.0 |
| Yang et al., CVPR'16, (predictions) | 96.5 | 88.7 | 81.7 | 78.8 | 66.7 | 83.1 | 81.1 |
| Chu et al., CVPR'16, (predictions) | 95.4 | 87.6 | 83.2 | 76.9 | 65.2 | 89.6 | 81.1 |
| Pishchulin et al., CVPR'16, (predictions)* | 96.0 | 91.0 | 83.5 | 82.8 | 71.8 | 96.2 | 85.0 |
* methods trained when adding MPII training set to the LSP training and LSP extended training set
Person-Centric (PC) annotations
| Method | Torso | Upper leg | Lower leg | Upper arm | Forearm | Head | PCP |
|---|---|---|---|---|---|---|---|
| Wang&Li, CVPR'13, (predictions) | 87.5 | 56.0 | 55.8 | 43.1 | 32.1 | 79.1 | 54.1 |
| Pishchulin et al., ICCV'13, (predictions) | 88.7 | 63.6 | 58.4 | 46.0 | 35.2 | 85.1 | 58.0 |
| Tompson et al., NIPS'14, (predictions) | 90.3 | 70.4 | 61.1 | 63.0 | 51.2 | 83.7 | 66.6 |
| Fan et al., CVPR'15, (predictions) | 95.4 | 77.7 | 69.8 | 62.8 | 49.1 | 86.6 | 70.1 |
| Carreira et al., CVPR'16, (predictions) | 95.3 | 81.8 | 73.3 | 66.7 | 51.0 | 84.4 | 72.5 |
| Chen&Yuille, NIPS'14, (predictions) | 96.0 | 77.2 | 72.2 | 69.7 | 58.1 | 85.6 | 73.6 |
| Yang et al., CVPR'16, (predictions) | 95.6 | 78.5 | 71.8 | 72.2 | 61.8 | 83.9 | 74.8 |
| Rafi et al., BMVC'16, (predictions) | 97.6 | 87.3 | 80.2 | 76.8 | 66.2 | 93.3 | 81.2 |
| Belagiannis&Zisserman, arXiv'16, (predictions)* | 96.0 | 86.7 | 82.2 | 79.4 | 69.4 | 89.4 | 82.1 |
| Lifshitz et al., ECCV'16, (predictions)** | 97.3 | 88.8 | 84.4 | 80.6 | 71.4 | 94.8 | 84.3 |
| Pishchulin et al., CVPR'16, (predictions)* | 97.0 | 88.8 | 82.0 | 82.4 | 71.8 | 95.8 | 84.3 |
| Yu et al., ECCV'16, (predictions) | 98.0 | 93.1 | 88.1 | 82.9 | 72.6 | 83.0 | 85.4 |
| Insafutdinov et al., ECCV'16, (predictions)* | 97.0 | 90.6 | 86.9 | 86.1 | 79.5 | 95.4 | 87.8 |
| Wei et al., CVPR'16, (predictions)* | 98.0 | 82.2 | 89.1 | 85.8 | 77.9 | 95.0 | 88.3 |
| Bulat&Tzimiropoulos, ECCV'16, (predictions)** | 97.7 | 92.4 | 89.3 | 86.7 | 79.7 | 95.2 | 88.9 |
| Chu et al., CVPR'17, (predictions)* | 98.4 | 95.0 | 92.8 | 88.5 | 81.2 | 95.7 | 90.9 |
| Ning et al., TMM'17, (predictions)* | 98.6 | 95.8 | 93.6 | 90.7 | 84.2 | 96.4 | 92.3 |
| Yang et al., ICCV'17, (predictions)* | 99.1 | 95.7 | 93.9 | 91.1 | 84.3 | 96.7 | 92.6 |
| Chou et al., arXiv'17, (predictions)* | 99.1 | 96.0 | 94.2 | 90.4 | 85.2 | 96.8 | 92.8 |
* methods trained when adding MPII training set to the LSP training and LSP extended training set
** methods trained when adding MPII training set to the LSP training set
PCK evaluation measure
Note: no ground truth information was used to generate predictions by each method.
Observer-Centric (OC) annotations
PCK @ 0.2
| Method | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | PCK |
|---|---|---|---|---|---|---|---|---|
| Kiefel&Gehler, ECCV'14, (predictions) | 83.5 | 73.7 | 55.9 | 36.2 | 73.7 | 70.5 | 66.9 | 65.8 |
| Ramakrishna et al., ECCV'14, (predictions) | 84.9 | 77.8 | 61.4 | 47.2 | 73.6 | 69.1 | 68.8 | 69.0 |
| Fu et al., ICCV'15, (predictions) | 81.8 | 76.6 | 63.0 | 52.8 | 73.6 | 70.8 | 67.1 | 69.4 |
| Ouyang et al., CVPR'14, (predictions) | 86.5 | 78.2 | 61.7 | 49.3 | 76.9 | 70.0 | 67.6 | 70.0 |
| Pishchulin et al., ICCV'13, (predictions) | 87.5 | 77.6 | 61.4 | 47.6 | 79.0 | 75.2 | 68.4 | 71.0 |
| Chen&Yuille, NIPS'14, (predictions) | 91.5 | 84.7 | 70.3 | 63.2 | 82.7 | 78.1 | 72.0 | 77.5 |
| Yang et al., CVPR'16, (predictions) | 90.6 | 89.1 | 80.3 | 73.5 | 85.5 | 82.8 | 68.8 | 81.5 |
| Chu et al., CVPR'16, (predictions) | 93.7 | 87.2 | 78.2 | 73.8 | 88.2 | 83.0 | 80.9 | 83.6 |
| Pishchulin et al., CVPR'16, (predictions)* | 97.4 | 92.0 | 83.8 | 79.0 | 93.1 | 88.3 | 83.7 | 88.2 |
* methods trained when adding MPII training set to the LSP training and LSP extended training set
Click on plots for high-resolution versions
Person-Centric (PC) annotations
PCK @ 0.2
| Method | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | PCK |
|---|---|---|---|---|---|---|---|---|
| Wang&Li, CVPR'13, (predictions) | 84.7 | 57.1 | 43.7 | 36.7 | 56.7 | 52.4 | 50.8 | 54.6 |
| Pishchulin et al., ICCV'13, (predictions) | 87.2 | 56.7 | 46.7 | 38.0 | 61.0 | 57.5 | 52.7 | 57.1 |
| Tompson et al., NIPS'14, (predictions) | 90.6 | 79.2 | 67.9 | 63.4 | 69.5 | 71.0 | 64.2 | 72.3 |
| Fan et al., CVPR'15, (predictions) | 92.4 | 75.2 | 65.3 | 64.0 | 75.7 | 68.3 | 70.4 | 73.0 |
| Carreira et al., CVPR'16, (predictions) | 90.5 | 81.8 | 65.8 | 59.8 | 81.6 | 70.6 | 62.0 | 73.1 |
| Chen&Yuille, NIPS'14, (predictions) | 91.8 | 78.2 | 71.8 | 65.5 | 73.3 | 70.2 | 63.4 | 73.4 |
| Yang et al., CVPR'16, (predictions) | 90.6 | 78.1 | 73.8 | 68.8 | 74.8 | 69.9 | 58.9 | 73.6 |
| Rafi et al., BMVC'16, (predictions) | 95.8 | 86.2 | 79.3 | 75.0 | 86.6 | 83.8 | 79.8 | 83.8 |
| Yu et al., ECCV'16, (predictions) | 87.2 | 88.2 | 82.4 | 76.3 | 91.4 | 85.8 | 78.7 | 84.3 |
| Belagiannis&Zisserman, arXiv'16, (predictions)* | 95.2 | 89.0 | 81.5 | 77.0 | 83.7 | 87.0 | 82.8 | 85.2 |
| Lifshitz et al., ECCV'16, (predictions)** | 96.8 | 89.0 | 82.7 | 79.1 | 90.9 | 86.0 | 82.5 | 86.7 |
| Pishchulin et al., CVPR'16, (predictions)* | 97.0 | 91.0 | 83.8 | 78.1 | 91.0 | 86.7 | 82.0 | 87.1 |
| Insafutdinov et al., ECCV'16, (predictions)* | 97.4 | 92.7 | 87.5 | 84.4 | 91.5 | 89.9 | 87.2 | 90.1 |
| Wei et al., CVPR'16, (predictions)* | 97.8 | 92.5 | 87.0 | 83.9 | 91.5 | 90.8 | 89.9 | 90.5 |
| Bulat&Tzimiropoulos, ECCV'16, (predictions)** | 97.2 | 92.1 | 88.1 | 85.2 | 92.2 | 91.4 | 88.7 | 90.7 |
| Chu et al., CVPR'17, (predictions)* | 98.1 | 93.7 | 89.3 | 86.9 | 93.4 | 94.0 | 92.5 | 92.6 |
| Yang et al., ICCV'17, (predictions)* | 98.3 | 94.5 | 92.2 | 88.9 | 94.7 | 95.0 | 93.7 | 93.9 |
| Ning et al., TMM'17, (predictions)* | 98.2 | 94.4 | 91.8 | 89.3 | 94.7 | 95.0 | 93.5 | 93.9 |
| Chou et al., arXiv'17, (predictions)* | 98.2 | 94.9 | 92.2 | 89.5 | 94.2 | 95.0 | 94.1 | 94.0 |
* methods trained when adding MPII training set to the LSP training and LSP extended training set
** methods trained when adding MPII training set to the LSP training set
Click on plots for high-resolution versions