Abstract Three-dimensional particle reconstruction with limited two-dimensional projections is an under-determined inverse problem that the exact solution often difficult to be obtained. In general, approximate solutions can obtained by iterative optimization methods. current work, a practical method based on convolutional neural network (CNN) geometry-informed features proposed. The proposed t...