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Hand Pose Estimation on EgoExo4D 1.0 (test)

13.04PA-MPJPE (mm)HaMeR
6.281651.900897.52143.1392Aug 1, 2024Aug 11, 2024Aug 22, 2024Sep 2, 2024Sep 12, 2024Sep 23, 2024Oct 4, 2024

Evaluation results

MethodLinks
HaMeRInput=Monocular2024.1013.04237.9—
EgoAllo-Wrist3DInput=SLAM cameras, Losses=HaMeR + 3D wrist pose2024.1014.3860.08—
EgoAllo-MonoInput=Monocular, Reprojection Guidance=Enabled2024.1014.71131.45—
EgoAllo-NoReprojReprojection Guidance=None2024.1014.75143.2—
ExpertAF w/ full-supprivileged_input=demo video at inference2024.08131——
ExpertAF2024.08135—3.2
ExpertAF w/o videoablation=no video2024.08139——
LLaVA-FT w/ posemode=Fine-tuned, pose_input=true2024.08150—1.9
ExpertAF w/ global poseablation=global pose2024.08150——
ExpertAF w/o alignmentablation=no temporal alignment2024.08153——
InternVideo2-FTmode=Fine-tuned2024.08157—2
InternVideo2-NNmode=Nearest Neighbor2024.08161——
PoseScript/Fix2024.08182—2.4
LLaVA2024.08——1.1