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ResearchFormerly WizWand

Action Recognition on Charades (test)

0.663mAPTokenLearner
0.15860.289550.42050.55145Dec 4, 2018Aug 4, 2019Apr 4, 2020Dec 4, 2020Aug 5, 2021Apr 6, 2022Dec 6, 2022
Updated 8mo ago

Evaluation results

MethodLinks
TokenLearner2022.120.663
Tube-ViT-Lvariant=Interpolated2022.120.662
MoViNet-A62022.120.632
Tube-ViT-Lvariant=MultiTube2022.120.618
AssembleNet++-502022.120.598
AssembleNet-1012022.120.586
DEEP-HALBackbone=I3D, Features=W+G+ODF+SDF, Resolution=exact2020.010.5016
DEEP-HALBackbone=I3D, Features=W+G+ODF+SDF, Resolution=SK10242020.010.5014
DEEP-HALBackbone=I3D, Features=W+G+ODF+SDF, Resolution=SK5122020.010.4906
DEEP-HALBackbone=I3D, Features=W+G+ODF, Resolution=SK5122020.010.4722
DEEP-HALBackbone=I3D, Features=W+G+SDF, Resolution=SK5122020.010.453
SlowFast2022.120.452
ActionCLIPBackbone=ViT-B/16, Frames=322021.090.443
LFB NLbackbone=R101-I3D-NL, modality=RGB2018.120.434
X3D-XL (312)Frames=162021.090.434
HAF/BOW/FV hal.Backbone=I3D2020.010.431
SlowFast 101+NLFrames=16+642021.090.425
LFB+NLFrames=322021.090.425
3D ResNet-101 + TCModality=RGB2018.120.411
Timeception2021.090.411
3D CNNbackbone=R101-I3D-NL, modality=RGB2018.120.408
3D ResNet-101 + GCNModality=RGB + RP2018.120.397
STGR+NL2021.090.397
I3D-NL [51]backbone=R101-I3D-NL, modality=RGB2018.120.395
SlowFast 50Frames=8+322021.090.38
I3D + VideoGraphModality=RGB2019.050.378
3D ResNet-101 + NLModality=RGB2018.120.375
3D ResNet-50 + GCNModality=RGB + RP2018.120.375
Nonlocal2021.090.375
I3D [5] (from [51])backbone=R101-I3D, modality=RGB2018.120.372
I3D + TCModality=RGB2018.120.372
I3D + TimeceptionModality=RGB2019.050.372
3D ResNet-101Modality=RGB2018.120.355
I3D + ActionVLADModality=RGB2019.050.354
STMFrames=162021.090.353
I3D [5]backbone=Inception-I3D, modality=RGB2018.120.344
I3DModality=RGB2018.120.329
I3DModality=RGB2019.050.329
ResNet-152 + TCModality=RGB2018.120.316
ResNet-152 + TimeceptionModality=RGB2019.050.316
Temporal RelationsModality=RGB2018.120.252
Temporal RelationsModality=RGB2019.050.252
MultiScale TRN2021.090.252
ResNet-152Modality=RGB2018.120.228
ResNet-152Modality=RGB2019.050.228
Temporal FieldsModality=RGB + Flow2018.120.224
Temporal FieldsModality=RGB + Flow2019.050.224
ActionVLADModality=RGB + iDT2018.120.21
ActionVLADModality=RGB + iDT2019.050.21
Two-streamModality=RGB + Flow2018.120.186
Two-streamModality=RGB + Flow2019.050.186
Two-stream + LSTMModality=RGB + Flow2018.120.178
Two-stream + LSTMModality=RGB + Flow2019.050.178