Behavior Classification on CalMS21 (test)
88MAPMARS
Evaluation Results
| Method | Links | |
|---|---|---|
| MARSSupervision=Fully supervised, Requires Bounding Box=true, Input=Pose, Confidence, Covariance2021.12 | 88 | |
| MARSSupervision?=Yes (✓)2024.10 | 88 | |
| MARSSupervision=Fully supervised, Requires Bounding Box=true, Input=Pose, Confidence2021.12 | 87.4 | |
| B-KinDSupervision=Self-supervised, Requires Bounding Box=false, Input=Pose, Confidence2021.12 | 85.7 | |
| MARSSupervision=Fully supervised, Requires Bounding Box=true, Input=Pose2021.12 | 85.6 | |
| B-KinDSupervision=Self-supervised, Requires Bounding Box=false, Input=Pose, Confidence, Covariance2021.12 | 85.2 | |
| B-KindSupervision?=Yes (✓)2024.10 | 85.2 | |
| Image Recon. bboxSupervision=Self-supervised, Requires Bounding Box=true, Input=Pose2021.12 | 81.9 | |
| Image Recon. bboxSupervision=Self-supervised, Requires Bounding Box=true, Input=Pose, Confidence, Covariance2021.12 | 81.4 | |
| B-KinDSupervision=Self-supervised, Requires Bounding Box=false, Input=Pose2021.12 | 81.4 | |
| Image Recon. bboxSupervision=Self-supervised, Requires Bounding Box=true, Input=Pose, Confidence2021.12 | 81.2 | |
| Image Recon. bboxSupervision=Self-supervised, Requires Bounding Box=true, Input=Pose, Covariance2021.12 | 81.2 | |
| STASupervision?=No (✗)2024.10 | 79.3 | |
| Trajectory-LSTMSupervision?=Yes (✓)2024.10 | 71.2 | |
| Jakab et al.Supervision=Self-supervised, Requires Bounding Box=false, Input=Pose2021.12 | 18.6 | |
| Image Recon.Supervision=Self-supervised, Requires Bounding Box=false, Input=Pose, Covariance2021.12 | 18.4 | |
| Jakab et al.Supervision=Self-supervised, Requires Bounding Box=false, Input=Pose, Confidence2021.12 | 18.2 | |
| Image Recon.Supervision=Self-supervised, Requires Bounding Box=false, Input=Pose, Confidence, Covariance2021.12 | 16.5 |