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Progressive Relation Learning for Group Activity Recognition
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add the feature-distilling and relation-gating agents to SRG (ablation) | SRG · Volleyball | MCA: 3.1% | Helped |
| Add the feature-distilling agent (ablation) | SRG · Volleyball | MCA: over 1.2% | Helped |
| Add the feature-distilling agent (ablation) | SRG · Volleyball | MPCA: 0.7% | Helped |
| Add the relation-gating agent (ablation) | SRG · Volleyball | MCA: over 1.5% | Helped |
| Add the relation-gating agent (ablation) | SRG · Volleyball | MPCA: 2.6% | Helped |
| Use an RL-based feature-distilling agent instead of temporal attention (ablation) | SRG · Volleyball | MCA: 0.9% | Helped |
| Use an RL-based relation-gating agent instead of relation attention (ablation) | SRG · Volleyball | MCA: 1.1% | Helped |
| Add progressive feature distilling and relation gating (ablation) | SRG · CAD | MPCA: 1.3% | Helped |
| Add optical-flow input | SPA+KD · CAD | MPCA: 3.2% | Helped |
Closest papers by meaning
- Learning Actor Relation Graphs for Group Activity Recognition (CVPR 2019 · similarity 0.91)
- Convolutional Relational Machine for Group Activity Recognition (CVPR 2019 · similarity 0.88)
- Structure Inference Machines: Recurrent Neural Networks for Analyzing Relations in Group Activity Recognition (CVPR 2016 · similarity 0.88)
- Group-Graph Policy Optimization for Long-Horizon Agentic Reinforcement Learning (NeurIPS 2026 · similarity 0.84)
- Learning Group Actions on Latent Representations (NeurIPS 2024 · similarity 0.84)
- Learning Group Activity Features Through Person Attribute Prediction (CVPR 2024 · similarity 0.83)
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