Prediction of evoked expression from videos with temporal position fusion

•Temporal convolutional network with temporal position fusion for estimating evoked expressions in video.•Address the inconsistency of time steps during training and testing with temporal position fusion.•State-of-the-art result on Evoked Expressions from Videos (EEV) dataset.•Made huge improvements with temporal position fusion on MediaEval 2018 dataset.