There is a great reference for understanding Transposed Convolution Operator:

  
      
      Leanpub
  
  
    

Deep Dive into Different Types of Convolutions for Deep Learning

This book teaches the different types of convolution operators to design Deep Neural Networks with a variety of illustrative figures and examples. The basic concepts of the convolution operator to its advanced types are described with full details in...