List your company
ResearchFormerly WizWand

Action Recognition on Penn Action

99.7Accuracy3D Deformable Transformer
89.19691.92394.6597.377Jul 19, 2021Apr 28, 2022Feb 6, 2023Nov 16, 2023Aug 26, 2024Jun 5, 2025Mar 16, 2026
Updated 7mo ago

Evaluation results

MethodLinks
3D Deformable TransformerModality=R+P, Pre-trained=false2022.1299.7
FreqMixFormerParams (M)=2.0, Flops (G)=64.42026.0399.7
KGS-GCNParams (M)=1.4, Flops (G)=1.32026.0399.5
SkeMixFormerParams (M)=2.1, Flops (G)=4.82026.0399.2
STARModality=R+P, Pre-trained=false2022.1298.7
Multitask CNNModality=R+P, Pre-trained=false2022.1298.6
SkateFormerParams (M)=2.0, Flops (G)=3.62026.0398.4
PoseMapModality=R+P, Pre-trained=false2022.1298.2
3D DeepModality=R+P, Pre-trained=false2022.1298.1
Force NetworkModality=Kinematics + Force2025.1298
UNIKRGB=false, Pose=true, Pre-training=Posetics(Ours)2021.0797.9
UNIKModality=P, Pre-trained=true2022.1297.9
DeGCNParams (M)=5.62026.0397.6
Pr-ViPERGB=false, Pose=true, Pre-training=Human3.6M2021.0797.5
Pr-VIPEModality=P, Pre-trained=true2022.1297.5
Multi-taskRGB=false, Pose=true, Pre-training=Scratch2021.0797.4
HyperformerParams (M)=2.7, Flops (G)=9.62026.0397.1
FRHeadParams (M)=2.02026.0397
CTR-GCNParams (M)=1.5, Flops (G)=2.02026.0396.9
BlockGCNParams (M)=1.3, Flops (G)=1.62026.0396.8
EfficientGCNParams (M)=2.0, Flops (G)=15.22026.0396.7
TranSkeletonParams (M)=2.2, Flops (G)=9.22026.0396.7
InfoGCNParams (M)=1.6, Flops (G)=1.82026.0396.5
ST-TRParams (M)=12.1, Flops (G)=259.42026.0396.3
MS-G3DParams (M)=2.8, Flops (G)=5.22026.0396.1
BaselineModality=Kinematics-Only2025.1296
UNIKRGB=false, Pose=true, Pre-training=Scratch2021.0794
HDM-BGModality=P, Pre-trained=false2022.1293.4
2s-AGCNRGB=false, Pose=true, Pre-training=Scratch2021.0793.1
MS-G3D NetRGB=false, Pose=true, Pre-training=Scratch2021.0792.7
ST-GCNRGB=false, Pose=true, Pre-training=Scratch2021.0789.6