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ResearchFormerly WizWand

Action Recognition on UAV-Human (CSv2)

78.1AccuracySkeletonAgent
1.1421.1241.161.08Apr 2, 2021Feb 13, 2022Dec 27, 2022Nov 10, 2023Sep 22, 2024Aug 5, 2025Jun 19, 2026
Updated 4mo ago

Evaluation results

MethodLinks
SkeletonAgentYear=20252025.1178.1
HDBNYear=20242025.1175.4
HDBN2024.0475.36
Skeleton MixFormerYear=20232025.1174.2
TDSN-GCNYear=20252025.1174.2
MixGCN2024.0474.06
AL-GCNYear=20242025.1174
Skeleton MixFormerSource=ACMMM'23, reproduced=true2024.0473.47
MixFormer2024.0473.47
TD-GCNYear=20232025.1172.9
TD-GCNSource=TMM'24, reproduced=true2024.0472.86
CTR-GCNSource=ICCV'21, reproduced=true2024.0472.5
T-MORPre-train=PoseCap-1M (V+M+T), Backbone=UNIK, Evaluation Protocol=Fine-tuning2026.0670.8
FR-AGCNSource=Neuroc'222024.0469.5
FR-AGCNYear=20222025.1169.5
ViAPre-train=Posetics, Backbone=UNIK, Evaluation Protocol=Fine-tuning2026.0669.5
T-MORPre-train=PoseCap-1M (V+M), Backbone=UNIK, Evaluation Protocol=Fine-tuning2026.0667.8
Shift-GCNSource=CVPR'202024.0467.04
Shift-GCNModality=Skeleton2021.0467.04
Shift-GCNYear=20202025.1167
2s-AGCNSource=CVPR'192024.0466.68
2S-AGCNModality=Skeleton2021.0466.68
T-MORPre-train=PoseCap-1M (V+M+T), Backbone=UNIK, Evaluation Protocol=Linear Probing2026.0660.1
ST-GCNSource=AAAI'182024.0456.14
ST-GCNModality=Skeleton2021.0456.14
ViAPre-train=Posetics, Backbone=UNIK, Evaluation Protocol=Linear Probing2026.0656.1
T-MORPre-train=PoseCap-1M (V+M), Backbone=UNIK, Evaluation Protocol=Linear Probing2026.0643.4
Fisheye Video BaselineModality=Fisheye Video2021.0434.12
I3DModality=RGB Video2021.0429.53
UNIK(Backbone)Pre-train=None, Backbone=UNIK, Evaluation Protocol=Linear Probing2026.064.1