Group Activity Recognition on Volleyball dataset (Accuracy)
95.4AccuracyDual-AI
Evaluation Results
| Method | Links | |
|---|---|---|
| Dual-AIBackbone=Inception-v3, Data Ratio=100%, Optical Flow=True2022.04 | 95.4 | |
| GFormerBackbone=I3D, Data Ratio=100%, Optical Flow=True2022.04 | 94.9 | |
| Actor TransformersFeature extraction method=Pose + Optical flow2021.08 | 94.4 | |
| Dual-AIBackbone=Inception-v3, Data Ratio=100%, Optical Flow=False2022.04 | 94.4 | |
| Dual-AIBackbone=Inception-v3, Data Ratio=50%, Optical Flow=True2022.04 | 94.2 | |
| GFormerBackbone=Inception-v3, Data Ratio=100%, Optical Flow=False2022.04 | 94.1 | |
| ERNBackbone=R50-FPN+I3D, Data Ratio=100%, Optical Flow=True2022.04 | 94.1 | |
| POGARS with ballFeature extraction method=Pose + Ball tracklets2021.08 | 93.9 | |
| TCE+STBiPBackbone=Inception-v3, Data Ratio=100%, Optical Flow=False2022.04 | 93.3 | |
| POGARS ALLFeature extraction method=Pose2021.08 | 93.2 | |
| Joint learning with social groupsFeature extraction method=RGB2021.08 | 93.1 | |
| DINBackbone=ResNet-18, Data Ratio=100%, Optical Flow=False2022.04 | 93.1 | |
| JLSGBackbone=I3D, Data Ratio=100%, Optical Flow=True2022.04 | 93.1 | |
| Convolutional Relational MachineFeature extraction method=RGB + Optical flow2021.08 | 93 | |
| CRMBackbone=I3D, Data Ratio=100%, Optical Flow=True2022.04 | 93 | |
| AformerBackbone=I3D, Data Ratio=100%, Optical Flow=True2022.04 | 93 | |
| Dual-AIBackbone=Inception-v3, Data Ratio=50%, Optical Flow=False2022.04 | 92.7 | |
| Action Relation GraphFeature extraction method=RGB2021.08 | 92.6 | |
| ARGBackbone=Inception-v3, Data Ratio=100%, Optical Flow=False2022.04 | 92.5 | |
| Actor TransformersFeature extraction method=Pose2021.08 | 92.3 | |
| Group Interaction Relational NetworkFeature extraction method=Pose + Ball tracklets2021.08 | 92.2 | |
| Spatio-temporal attention based modelFeature extraction method=Pose + RGB2021.08 | 91.7 | |
| Dual-AIBackbone=Inception-v3, Data Ratio=25%, Optical Flow=True2022.04 | 91.6 | |
| AFormerBackbone=I3D, Data Ratio=100%, Optical Flow=False2022.04 | 91.4 | |
| SSUBackbone=Inception-v3, Data Ratio=100%, Optical Flow=False2022.04 | 90.6 | |
| Multi-stream CNNFeature extraction method=RGB + Optical flow2021.08 | 90.5 | |
| Social SceneFeature extraction method=RGB2021.08 | 89.9 | |
| Dual-AIBackbone=Inception-v3, Data Ratio=25%, Optical Flow=False2022.04 | 89.7 | |
| HRNBackbone=VGG19, Data Ratio=100%, Optical Flow=False2022.04 | 89.5 | |
| StageNetBackbone=VGG16, Data Ratio=100%, Optical Flow=False2022.04 | 89.3 | |
| Group Interaction Relational NetworkFeature extraction method=Pose2021.08 | 88.4 | |
| I3DFeature extraction method=RGB2021.08 | 84.6 | |
| CERNFeature extraction method=RGB2021.08 | 83.3 | |
| CERNBackbone=VGG16, Data Ratio=100%, Optical Flow=False2022.04 | 83.3 | |
| Two-stage hierarchical modelFeature extraction method=RGB2021.08 | 81.9 | |
| HDTMBackbone=AlexNet, Data Ratio=100%, Optical Flow=False2022.04 | 81.9 | |
| B2Feature extraction method=RGB2021.08 | 75.1 | |
| B1Feature extraction method=RGB2021.08 | 73.3 | |
| SBGARBackbone=Inception-v3, Data Ratio=100%, Optical Flow=True2022.04 | 66.9 | |
| B3Feature extraction method=RGB2021.08 | 63 |