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ResearchFormerly WizWand

Action Recognition on NTU RGB+D 60 (cross-view (CV))

99.6Top-1 AccPoseC3D
82.12886.66491.295.736Aug 10, 2021May 3, 2022Jan 25, 2023Oct 18, 2023Jul 11, 2024Apr 3, 2025Dec 26, 2025
Updated 8mo ago

Evaluation results

MethodLinks
PoseC3D2D Skeleton=Re-estimated data, 3D Skeleton=No, RGB=Yes2025.1299.6
PAN-Ensemble2D Skeleton=Yes, 3D Skeleton=Yes, RGB=Yes2025.1299.5
VPN++ (late fusion)2D Skeleton=No, 3D Skeleton=Yes, RGB=Yes2025.1299.1
π-ViT (late fusion)2D Skeleton=Used in training only, 3D Skeleton=Yes, RGB=Yes2025.1299
PAN-Unified2D Skeleton=Yes, 3D Skeleton=Yes, RGB=Yes2025.1298.9
3Mformer2D Skeleton=No, 3D Skeleton=Yes, RGB=No2025.1298.7
PAN (Guided)2D Skeleton=Yes, 3D Skeleton=No, RGB=Yes2025.1298.6
PAN (Even)2D Skeleton=No, 3D Skeleton=No, RGB=Yes2025.1298.5
π-ViT2D Skeleton=Used in training only, 3D Skeleton=Used in training only, RGB=Yes2025.1297.9
3D-Def-Transformer2D Skeleton=Yes, 3D Skeleton=No, RGB=Yes2025.1297.9
ProtoGCN2D Skeleton=No, 3D Skeleton=Yes, RGB=No2025.1297.8
TimeSformer2D Skeleton=No, 3D Skeleton=No, RGB=Yes2025.1297.2
InfoGCN2D Skeleton=No, 3D Skeleton=Yes, RGB=No2025.1297.1
BlockGCN2D Skeleton=No, 3D Skeleton=Yes, RGB=No2025.1297
Video Swin2D Skeleton=No, 3D Skeleton=No, RGB=Yes2025.1296.6
Decouple-GCNPublisher=ECCV2020, Streams=4s2021.0896.6
Shift-GCNPublisher=CVPR20, Streams=4s2021.0896.6
MST-GCNPublisher=AAAI21, Streams=4s2021.0896.6
DualHead-NetStream configuration=four-stream fusion (4s)2021.0896.6
STAR-Transformer2D Skeleton=Yes, 3D Skeleton=No, RGB=Yes2025.1296.5
DualHead-NetStream configuration=joint-bone two-stream fusion (2s)2021.0896.5
CTR-GCN2D Skeleton=No, 3D Skeleton=Yes, RGB=No2025.1296.4
MS-AAGCNPublisher=TIP202021.0896.2
MS-G3DPublisher=CVPR20, Streams=2s2021.0896.2
VPN++2D Skeleton=No, 3D Skeleton=Used in training only, RGB=Yes2025.1296.1
DGNNPublisher=CVPR192021.0896.1
STIGCNPublisher=ACMMM202021.0896.1
DualHead-NetStream configuration=joint stream (Js)2021.0896.1
ResGCNPublisher=ACMMM202021.0896
Dynamic-GCNPublisher=ACMMM20, Streams=4s2021.0896
NAS-GCNPublisher=AAAI202021.0895.7
DualHead-NetStream configuration=bone stream (Bs)2021.0895.5
2s-AGCNPublisher=CVPR19, Streams=2s2021.0895.1
SGNPublisher=CVPR202021.0894.5
GR-GCNPublisher=ACMMM192021.0894.3
AS-GCNPublisher=CVPR192021.0894.2
SR-TSLPublisher=ECCV182021.0892.4
STGR-GCNPublisher=AAAI192021.0892.3
MotionFormer2D Skeleton=No, 3D Skeleton=No, RGB=Yes2025.1291.6
ST-GCNPublisher=AAAI182021.0888.3
VA-LSTMPublisher=ICCV172021.0887.6
Clips+CNN+MTLNPublisher=CVPR172021.0884.8
TCNPublisher=CVPRW172021.0883.1
GCA-LSTMPublisher=CVPR172021.0882.8