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ResearchFormerly WizWand

Action Classification on Smarthome (cross-view CV2)

66.7AccuracyT-MOR
-0.3817.03534.4551.865Jul 6, 2020Jul 3, 2021Jun 30, 2022Jun 28, 2023Jun 24, 2024Jun 21, 2025Jun 19, 2026
Updated 4mo ago

Evaluation results

MethodLinks
T-MORPre-train=PoseCap-1M (V+M+T), Backbone=UNIK, Evaluation Protocol=Fine-tuning2026.0666.7
ViAPre-train=PoseCap-1M, Backbone=UNIK, Evaluation Protocol=Fine-tuning2026.0665.8
ViAPre-train=Posetics, Backbone=UNIK, Evaluation Protocol=Fine-tuning2026.0665.2
MotionBertPre-train=Human3.6M, Backbone=Transformer, Evaluation Protocol=Fine-tuning2026.0663.7
T-MORPre-train=PoseCap-1M (V+M), Backbone=UNIK, Evaluation Protocol=Fine-tuning2026.0661.8
AimCLRPre-train=Posetics, Backbone=AGCN, Evaluation Protocol=Fine-tuning2026.0661.1
3s-CrosCLRPre-train=Posetics, Backbone=ST-GCN, Evaluation Protocol=Fine-tuning2026.0658.1
VPNPose=true, RGB=true, Att=true2020.0753.5
T-MORPre-train=PoseCap-1M (V+M+T), Backbone=UNIK, Evaluation Protocol=Linear Probing2026.0653.4
ViAPre-train=Posetics, Backbone=UNIK, Evaluation Protocol=Linear Probing2026.0652.2
P-I3DPose=true, RGB=true, Att=true2020.0750.3
Separable STAPose=true, RGB=true, Att=true2020.0750.3
T-MORPre-train=PoseCap-1M (V+M), Backbone=UNIK, Evaluation Protocol=Linear Probing2026.0646.4
I3DPose=false, RGB=true, Att=false2020.0745.1
I3D+NLPose=false, RGB=true, Att=true2020.0743.9
DTPose=false, RGB=true, Att=false2020.0723.7
UNIK(Backbone)Pre-train=None, Backbone=UNIK, Evaluation Protocol=Linear Probing2026.0620.7
T-MORZero-shot transfer=true, Modality=Motion+Visual2026.0617.4
LSTMPose=true, RGB=false, Att=false2020.0717.2
XCLIPZero-shot transfer=true2026.0614.8
ViCLIPZero-shot transfer=true2026.0614.6
CLIPZero-shot transfer=true2026.0613.6
T-MORZero-shot transfer=true, Modality=Motion only2026.067
LAVIDALZero-shot transfer=true2026.066.8
LLaVA-OneVisionZero-shot transfer=true2026.066.4
Video-LLaVAZero-shot transfer=true2026.062.5
Video-ChatgptZero-shot transfer=true2026.062.4
MotionCLIPZero-shot transfer=true2026.062.2