The invention discloses a real-time
parallax optimization method for adaptive
light field rendering, a medium and equipment. The method comprises the following steps: acquiring a dynamic
microscopic image sequence and an auxiliary
depth map; inputting the data into a double-flow architecture of a spatial-temporal
feature extraction network for preprocessing, and outputting a standardized spatial-temporal feature
tensor; inputting the standardized spatio-temporal feature
tensor into a pre-trained spatio-temporal double-flow
cascade network model for
processing, and outputting an initial disparity map; a
microscope optical parameter and an initial disparity map are input, AO-Net
processing is utilized, a polynomial coefficient is generated, a
light field propagation model is utilized, the polynomial coefficient is optimized based on the
Fresnel diffraction principle, and corrected
light field data are output; inputting an initial disparity map,
processing the initial disparity map by adopting a grading strategy, and outputting an optimized disparity map; corrected light
field data and an optimized disparity map are input, and a physically optimized 3D structure is output through 3D reconstruction and physical constraint; and inputting the physically optimized 3D structure and the optimized disparity map, and executing real-time rendering. According to the invention, the problem of poor 3D imaging effect is solved.