This paper aims to improve the quality and fidelity of three-dimensional (3D) animation. Firstly. the application model of Multi-Column Convolutional Neural Network (MCNN) in 3D animation generation and image enhancement is proposed. Aiming at the generation of 3D animation. https://www.perfumetank.com/product-category/cultural-art/