  Convolution system is linear and time invariant, and can describe the optical
imaging process. Based on convolution system, many deconvolution techniques
have been developed for optical image analysis, such as boosting the space
resolution of optical images, image denoising, image enhancement and so on.
Here, we gave properties on N-dimensional convolution. By using these
properties, we proposed image deconvolution method. This method uses a series
of convolution operations to deconvolute image. We demonstrated that the method
has the similar deconvolution results to the state-of-art method. The core
calculation of the proposed method is image convolution, and thus our method
can easily be integrated into GPU mode for large-scale image deconvolution.
