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ResearchFormerly WizWand

Action Recognition on HMDB51 (fine-tuning)

73.3AccuracyVideoMAE
21.8235.18548.5561.915Mar 23, 2022
Updated 8mo ago

Evaluation results

MethodLinks
VideoMAEBackbone=ViT-B, Extra data=Kinetics-400, Frames=16, Param=87M, Modality=V, Fine-tuning=true2022.0373.3
GDTBackbone=R(2+1)D, Extra data=IG65M, Frames=32, Param=15M, Modality=V+A, Fine-tuning=true2022.0372.8
ρBYOL_ρ=4Backbone=SlowOnly-R50, Extra data=Kinetics-400, Frames=8, Param=32M, Modality=V, Fine-tuning=true2022.0372.1
CVRLBackbone=Slow-R152 (2x), Extra data=Kinetics-600, Frames=32, Param=328M, Modality=V, Fine-tuning=true2022.0370.6
MMVBackbone=S3D-G, Extra data=AS+HTM, Frames=32, Param=9M, Modality=V+A+T, Fine-tuning=true2022.0369.6
CVRLBackbone=SlowOnly-R50, Extra data=Kinetics-600, Frames=32, Param=32M, Modality=V, Fine-tuning=true2022.0369.4
CORP_fBackbone=SlowOnly-R50, Extra data=Kinetics-400, Frames=32, Param=32M, Modality=V, Fine-tuning=true2022.0368
CVRLBackbone=SlowOnly-R50, Extra data=Kinetics-400, Frames=32, Param=32M, Modality=V, Fine-tuning=true2022.0367.9
ELOBackbone=R(2+1)D, Extra data=Youtube8M-2, Frames=N/A, Param=N/A, Modality=V+A, Fine-tuning=true2022.0367.4
XDCBackbone=R(2+1)D, Extra data=IG65M, Frames=32, Param=15M, Modality=V+A, Fine-tuning=true2022.0367.1
RSPNetBackbone=S3D-G, Extra data=Kinetics-400, Frames=64, Param=9M, Modality=V, Fine-tuning=true2022.0364.7
CPDBackbone=ResNet50, Extra data=IG300k, Frames=16, Param=N/A, Modality=V+T, Fine-tuning=true2022.0363.8
VideoMAEBackbone=ViT-B, Extra data=no external data, Frames=16, Param=87M, Modality=V, Fine-tuning=true2022.0362.6
MIL-NCEBackbone=S3D, Extra data=HowTo100M, Frames=32, Param=9M, Modality=V+T, Fine-tuning=true2022.0361
GDTBackbone=R(2+1)D, Extra data=Kinetics-400, Frames=32, Param=15M, Modality=V+A, Fine-tuning=true2022.0360
Vi²CLRBackbone=S3D, Extra data=Kinetics-400, Frames=32, Param=9M, Modality=V, Fine-tuning=true2022.0355.7
CoCLRBackbone=S3D-G, Extra data=Kinetics-400, Frames=32, Param=9M, Modality=V, Fine-tuning=true2022.0354.6
MemDPCBackbone=R-2D3D, Extra data=Kinetics-400, Frames=40, Param=32M, Modality=V, Fine-tuning=true2022.0354.5
Vi²CLRBackbone=S3D, Extra data=UCF101, Frames=32, Param=9M, Modality=V, Fine-tuning=true2022.0352.9
CoCLRBackbone=S3D-G, Extra data=UCF101, Frames=32, Param=9M, Modality=V, Fine-tuning=true2022.0352.1
VTHCLBackbone=SlowOnly-R50, Extra data=Kinetics-400, Frames=8, Param=32M, Modality=V, Fine-tuning=true2022.0349.2
VideoMoCoBackbone=R(2+1)D, Extra data=Kinetics-400, Frames=16, Param=15M, Modality=V, Fine-tuning=true2022.0349.2
SpeedNetBackbone=S3D-G, Extra data=Kinetics-400, Frames=64, Param=9M, Modality=V, Fine-tuning=true2022.0348.8
XDCBackbone=R(2+1)D, Extra data=Kinetics-400, Frames=32, Param=15M, Modality=V+A, Fine-tuning=true2022.0347.1
PaceBackbone=R(2+1)D, Extra data=Kinetics-400, Frames=16, Param=15M, Modality=V, Fine-tuning=true2022.0336.6
VCOPBackbone=R(2+1)D, Extra data=UCF101, Frames=N/A, Param=N/A, Modality=V, Fine-tuning=true2022.0330.9
OPNBackbone=VGG, Extra data=UCF101, Frames=N/A, Param=N/A, Modality=V, Fine-tuning=true2022.0323.8