The invention discloses an acceleration method and device for fast plane
diffraction lens imaging based on an FPGA platform, and the method specifically comprises the steps: carrying out the
pruning processing of a neural
network model, evaluating the loss of the neural
network model through a
loss function, carrying out the fine adjustment of parameters, carrying out the quantification
processing of the neural
network model, and carrying out the calculation of the loss of the neural network model. Performing
fine tuning and repairing on the quantized neural network model; compiling the neural network model to ensure that the model can run smoothly on the FPGA, and providing a
system environment for deployment of the model through hardware design; and finally, deploying the neural network model on an FPGA,
processing a blurred image formed by the plane
diffraction lens by using the deployed neural network model, and outputting a low-
delay high-frame-rate reconstructed image. According to the method, on the premise of considering the
imaging quality, the neural network model reasoning acceleration is realized, the imaging
delay is reduced, and the method is suitable for miniaturized and low-
delay imaging equipment.