Research Article

DetReco: Object-Text Detection and Recognition Based on Deep Neural Network

Algorithm 2

Detection network training algorithm.
Input: Parameter_1: The training set . is the number of the batches. is the -th batch of the training set;
Parameter_2: The labels corresponding to the training images of which format is defined as:
Output: Weights of the model
for do
  ifthen
   ;
  else
   
  fordo
   Predict the offsets, objectness and class:
   ;
   ;
   Calculate the loss:
   ;
   Calculate the gradients:
   ;
   Update the model parameters:
   ;
   end for
end for