Human motion data editing based on a convolutional automatic encoder and manifold learning

•CAE based model: Data processing are based on convolutional automatic encoder and manifold learning.•Three constraints: Position, bone length and trajectory were used in character animation.•Widely used: The data to be processed in this paper has no limit on the number of motions.•The method can process large data in parallel and automatically perform manifold learning.