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Progressive Relation Learning for Group Activity Recognition

CVPR 2020 · Video › Action recognition · approach: Disentangled action recognition · 107 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Add the feature-distilling and relation-gating agents to SRG (ablation)SRG · VolleyballMCA: 3.1%Helped
Add the feature-distilling agent (ablation)SRG · VolleyballMCA: over 1.2%Helped
Add the feature-distilling agent (ablation)SRG · VolleyballMPCA: 0.7%Helped
Add the relation-gating agent (ablation)SRG · VolleyballMCA: over 1.5%Helped
Add the relation-gating agent (ablation)SRG · VolleyballMPCA: 2.6%Helped
Use an RL-based feature-distilling agent instead of temporal attention (ablation)SRG · VolleyballMCA: 0.9%Helped
Use an RL-based relation-gating agent instead of relation attention (ablation)SRG · VolleyballMCA: 1.1%Helped
Add progressive feature distilling and relation gating (ablation)SRG · CADMPCA: 1.3%Helped
Add optical-flow inputSPA+KD · CADMPCA: 3.2%Helped

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