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Research map / Graph learning / Knowledge and temporal graphs

Interacting Attention Graph for Single Image Two-Hand Reconstruction

CVPR 2022 · Graph learning › Knowledge and temporal graphs · approach: Graph reasoning for visual recognition · 112 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Add CHA to the two-hand GCN (ablation)IntagHand · InterHand2.6MMPJPE: 9.97 -> 9.34Helped
Add CHA to the two-hand GCN (ablation)IntagHand · InterHand2.6MMPVPE: 10.63 -> 9.59Helped
Add image feature attention using 32×32 features consistently (ablation)GCN + CHA · InterHand2.6MMPJPE: 9.34 -> 8.90Helped
Add image feature attention using 32×32 features consistently (ablation)GCN + CHA · InterHand2.6MMPVPE: 9.59 -> 9.16Helped
Add image feature attention using 8×8 features consistently (ablation)GCN + CHA · InterHand2.6MMPJPE: 9.34 -> 8.83Helped
Add image feature attention using 8×8 features consistently (ablation)GCN + CHA · InterHand2.6MMPVPE: 9.59 -> 9.07Helped
Use pyramid image features instead of consistent 32×32 features (ablation)GCN + CHA + image feature attention · InterHand2.6MMPJPE: 8.90 -> 8.79Helped
Use pyramid image features instead of consistent 32×32 features (ablation)GCN + CHA + image feature attention · InterHand2.6MMPVPE: 9.16 -> 9.03Helped
Use pyramid image features instead of consistent 8×8 features (ablation)GCN + CHA + image feature attention · InterHand2.6MMPJPE: 8.83 -> 8.79Helped
Use pyramid image features instead of consistent 8×8 features (ablation)GCN + CHA + image feature attention · InterHand2.6MMPVPE: 9.07 -> 9.03Helped
Replace Zhang et al. with IntagHandTwo-hand reconstruction · InterHand2.6MMPJPE: 13.48 -> 8.79Helped
Replace Zhang et al. with IntagHandTwo-hand reconstruction · InterHand2.6MMPVPE: 13.95 -> 9.03Helped

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