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The objective of this article is to present a CNN architecture relevant to the Interactive Emotional Dyadic Motion Capture (IEMOCAP). Since the database showed some issues during the training phase, we are using frames as inputs instead of video recorder to minimize the error and increase the accuracy. We apply the methodology of transfer learning by adjust the number of layers and the weight of the...