tokens: Using 50-fold cross validation , it was found that FC6 of the full C3D architecture ( pre - trained on Sports-1 M ) was the best layer for SVR regression ( see Table ) and the smaller C3D architecture ( UCF-101 ) proposed by Tran et al .