In particular, in order to ascertain if interpolation yields superior outcomes, the researchers wish to conduct an experimental assessment of the interpolation technique's effectiveness in upscaling lower-resolution pictures. This By methodically examining its effects on picture quality and model performance, the study seeks to empirically demonstrate how well interpolation works to increase the accuracy of models used in image processing tasks, particularly for face emotion recognition. To demonstrate that interpolation increases the precision of models used for image processing tasks, especially the identification of facial emotions, this research will examine its effects on model performance and picture quality in a systematic way.