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Action Recognition on NTU RGB+D X-sub 120

95.5Accuracy

BHaRNet-M

Updated 23d ago

Evaluation Results

Method	Links
BHaRNet-M 2026.01		95.5
PoseConv3D 2026.01		95.3
BHaRNet-M 2026.01		95.3
BHaRNet-M† 2026.01		95.1
Ours (BHaRNet-P) 2026.01		94.8
Ours (BHaRNet-E) 2026.01		94.7
SkeleT 2026.01		94.6
BHaRNet-P‡ 2026.01		94.5
Ours (BHaRNet-B) 2026.01		94.5
BHaRNet-E‡ 2026.01		94.4
BHaRNet-E† 2026.01		94.3
BHaRNet-P† 2026.01		94.3
BHaRNet-B‡ 2026.01		94.2
BHaRNet-B† 2026.01		94
MMNet 2026.01		92.9
EPAM-Net 2026.01		92.4
3Mformer 2026.01		92
pi-ViT 2026.01		91.9
REASON+LLM 2026.05		91.2
DeGCN 2026.01		91
ProtoGCN 2024.11		90.9
ProtoGCN 2026.01		90.9
HocSLM 2026.03		90.9
Hyper-GCN 2026.05		90.9
X3D-UGT 2026.02		90.88
LA-GCN 2023.05		90.7
LA-GCN 2026.03		90.7
ProtoGCN 2024.11		90.4
DVANet 2026.02		90.4
HiOD 2026.02		90.4
MMCL 2024.07		90.3
BlockGCN 2024.11		90.3
BlockGCN 2026.02		90.3
BlockGCN 2026.01		90.3
BlockGCN 2026.05		90.3
TSGCNeXt (new4s) 2023.04		90.22
HD-GCN 2024.11		90.1
REASON 2026.05		90.1
SUGAR 2026.05		90.1
Koopman 2024.07		90
TSGCNeXt (2s) 2023.04		89.98
Hyperformer 2022.11		89.9
LA-GCN 2023.05		89.9
GAP 2022.08		89.9
LST 2024.07		89.9
GAP 2024.11		89.9
JT-GraphFormer 2024.11		89.9
GAP 2026.03		89.9
IIP-Transformer 2026.05		89.9
GAP 2026.05		89.9
InfoGCN 2024.07		89.8
InfoGCN 2024.11		89.8
SkeletonGCL 2024.11		89.8
InfoGCN 2026.01		89.8
HD-GCN* 2026.05		89.8
SkateFormer 2026.05		89.8
EPAM-Net 2026.02		89.74
LA-GCN 2023.05		89.7
ACFL-CTR 2024.07		89.7
ProtoGCN 2024.11		89.7
SAP-CTR 2024.07		89.5
FR-Head 2024.07		89.5
SkeletonGCL 2024.07		89.5
FR-Head 2024.11		89.5
FR Head 2026.05		89.5
PSUMNet 2022.08		89.4
TCA-GCN 2022.05		89.4
InfoGCN 2022.11		89.4
Info-GCN 2023.05		89.4
Info-GCN 2022.08		89.4
PSUMNet 2024.07		89.4
Info-GCN 2026.03		89.4
InfoGCN 2026.05		89.4
TCA-GCN 2022.05		89.2
DS-GCN 2024.11		89.2
DS-GCN 2026.05		89.2
TSGCNeXt (1s) 2023.04		89.07
REASON 2026.05		88.97
CTR-GCN 2023.04		88.9
CTR-GCN 2022.05		88.9
CTR-GCN 2022.08		88.9
CTR-GCN 2022.05		88.9
CTR-GCN 2023.05		88.9
CTR-GCN 2022.08		88.9
CTR-GCN 2024.07		88.9
CTR-GCN 2024.11		88.9
STF 2024.11		88.9
CTR-GCN 2026.02		88.9
CTR-GCN 2026.01		88.9
CTR-GCN 2026.03		88.9
CTR-GCN 2026.05		88.9
DST-HCN 2026.05		88.8
EfficientGCN 2023.04		88.7
CTR-GCN (2s) 2023.04		88.7
EfficientGCN 2023.05		88.7
LLM-AR 2024.03		88.7
LLM-AR 2026.05		88.7
ST-GCN++ 2022.05		88.6
PYSKL 2024.11		88.6
InfoGCN 2026.05		88.5

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