Action Recognition on Penn-Action (test)
98.7AccuracyLuvizon et al.
Evaluation Results
| Method | Links | |
|---|---|---|
| Luvizon et al.RGB=true, Flow=false, Pose=true2019.12 | 98.7 | |
| STAR-TransformerPre-train=false, Feature: RGB=true, Feature: Annot Pose=true2022.10 | 98.7 | |
| Multitask CNNPre-train=false, Feature: RGB=true, Feature: Annot Pose=true2022.10 | 98.6 | |
| PoseMapPre-train=false, Feature: RGB=false, Feature: Annot Pose=true2022.10 | 98.2 | |
| Cao et al.RGB=true, Flow=true, Pose=false2019.12 | 98.1 | |
| 3D DeepPre-train=false, Feature: RGB=true, Feature: Annot Pose=true2022.10 | 98.1 | |
| PhysPTInput features=J_phys + F2024.04 | 98 | |
| UNIKPre-train=true, Feature: RGB=false, Feature: Annot Pose=true2022.10 | 97.9 | |
| Pr-VIPERGB=false, Flow=false, Pose=true2019.12 | 97.5 | |
| Pr-VIPEPre-train=true, Feature: RGB=false, Feature: Annot Pose=true2022.10 | 97.5 | |
| Du et al.RGB=true, Flow=false, Pose=true2019.12 | 97.4 | |
| PhysPTInput features=J_phys (PhysPT joint positions)2024.04 | 96.8 | |
| PhysPTInput features=J_kin (Kinematics-based joint positions)2024.04 | 96 | |
| Cao et al.RGB=true, Flow=false, Pose=false2019.12 | 95.3 | |
| PhysPTInput features=F (PhysPT motion forces)2024.04 | 94.4 | |
| UNIK2024.04 | 94 | |
| HDM-BGPre-train=false, Feature: RGB=false, Feature: Annot Pose=true2022.10 | 93.4 | |
| HDM2024.04 | 93.4 | |
| Action Conditioned Pictorial Structure + IDT-FVFeatures=Pose + Appearance features2016.03 | 92.9 | |
| Pr-VIPERGB=false, Flow=false, Pose=true, view_selection=1-view index2019.12 | 92.1 | |
| IDT-FVFeatures=Appearance features only2016.03 | 92 | |
| Liu et al.RGB=true, Flow=false, Pose=true2019.12 | 91.4 | |
| AOGFeatures=Pose + Appearance features2016.03 | 85.5 | |
| Nie et al.RGB=false, Flow=false, Pose=true2019.12 | 85.5 | |
| Action Conditioned Pictorial StructureFeatures=Pose features only2016.03 | 79 | |
| Iqbal et al.RGB=false, Flow=false, Pose=true2019.12 | 79 | |
| MSTFeatures=Pose + Appearance features2016.03 | 74 |