Abstract: Highlights•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.
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