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Video Question Answering on SUTD-TrafficQA (Setting-1 2)

96.78AccuracyHuman
48.128860.759473.3986.0206Mar 29, 2021Aug 5, 2021Dec 12, 2021Apr 21, 2022Aug 28, 2022Jan 4, 2023May 14, 2023

Evaluation results

MethodLinks
Human2021.0396.78
semantic-aware dynamic retrospective-prospective reasoning2023.0571.63
ERM2023.0565.14
TMBC2023.0565.14
EclipseGFLOPS=28.142021.0364.77
Eclipse2023.0564.77
HCRNGFLOPS=2051.042021.0363.79
HCRN2023.0563.79
BERT-VQAGFLOPS=266.772021.0363.5
BERT-VQA2023.0563.5
TVQAGFLOPS=252.112021.0363.15
TVQA2023.0563.15
CNN+LSTMGFLOPS=252.952021.0357.64
CNN+LSTM2023.0557.64
AvgpoolingGFLOPS=252.692021.0357.5
Avgpooling2023.0557.5
I3D+LSTMGFLOPS=108.722021.0354.67
I3D+LSTM2023.0554.67
VIS+LSTMGFLOPS=252.802021.0354.25
VIS+LSTM2023.0554.25
QA-LSTM2021.0351.02
QA-LSTM2023.0551.02
QE-LSTM2021.0350.45
QE-LSTM2023.0550.45
Q-type (random)2021.0350
Q-type (random)2023.0550