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ResearchFormerly WizWand

Action Recognition on HMDB-51 v1

86.31AccuracySCK+IDT
42.307653.731365.15576.5787Dec 2, 2017Jun 7, 2018Dec 11, 2018Jun 16, 2019Dec 20, 2019Jun 24, 2020Dec 28, 2020
Updated 8mo ago

Evaluation results

MethodLinks
SCK+IDTBackbone=I3D, Features=IDT2020.1286.31
SCK(r=2)+IDTBackbone=I3D, Features=IDT, r=22020.1285.61
SCK+IDTBackbone=ResNet-152, Features=IDT2020.1274.2
SCKBackbone=ResNet-1522020.1272.55
CoViAR + flowInput Streams=Compressed Representation + Optical Flow2017.1271.5
CoVIAR + optical flowOptical Flow=true2017.1270.2
TSNOptical Flow=true2017.1269.4
ST-MultOptical Flow=true2017.1268.9
STPNOptical Flow=true2017.1268.9
TLEOptical Flow=true2017.1268.8
ActionVLADOptical Flow=true2017.1266.9
ShuttleNetOptical Flow=true2017.1266.6
ST-ResNetOptical Flow=true2017.1266.4
I3DOptical Flow=true, Evaluation Split=Split 12017.1266.4
L2STMOptical Flow=true2017.1266.2
Two-Stream fusionOptical Flow=true2017.1265.4
Two-stream+APBackbone=ResNet-152, Pooling=Average Pooling (AP)2020.1265.3
FlowInput Streams=Optical Flow2017.1261.8
Two-stream+MPBackbone=ResNet-152, Pooling=Maximum Pooling (MP)2020.1261.38
CoViARInput Streams=Compressed Representation2017.1260.4
Two-StreamOptical Flow=true2017.1259.4
COVIAROptical Flow=false2017.1259.1
iDT+FVOptical Flow=true2017.1257.2
Res3DOptical Flow=false2017.1254.9
TLE (RGB-only)Optical Flow=false2017.1254.2
Attentional PoolingOptical Flow=false2017.1252.2
C3DOptical Flow=false2017.1251.6
I3D (RGB-only)Optical Flow=false, Evaluation Split=Split 12017.1249.8
ResNet-50Optical Flow=false, Backbone=ResNet-50, Source=ST-Mult [8]2017.1248.9
ResNet-152Optical Flow=false, Backbone=ResNet-152, Source=ST-Mult [8]2017.1246.7
Composite LSTM ModelOptical Flow=true2017.1244