In the context of the new era, how to protect and inherit the traditional ceramic art so that its sustainable development has become an urgent problem. In this paper, we apply the technology related to the three-dimensional reconstruction of the scene to generate a three-dimensional point cloud model of the scene and realize the three-dimensional reconstruction of the target. Subsequently, the three-dimensional scene is entered through Leap Motion, and pottery learning is carried out through gesture interaction, and the SENet module is embedded on the basis of the DenseNet model to improve the accuracy of gesture recognition in the pottery process. Evaluating the results of the design practice from the visual elements of the scene space, in terms of modeling form, the average scores of the anteroom area, experience area, and the end hall area are 8.265, 8.425, and 8.945, and the morphology modeling design scheme of these three areas is more excellent, which can provide a design reference. The majority of the test audience got full scores in the pottery gesture learning, in which 16 people got full scores in the two movements of downward pressure and upward lifting respectively, and the number of full scores was more than 50%, and the design of the pottery interactive system helps the audience to understand the production process of traditional pottery.