Classification of Leucocytes Using Deep Learning
N. Suganthi · Bioscience Biotechnology Research Communications · 2020
This work is about categorization of white blood cells (WBC) or leucocytes has become highly crucial for the analysis of anaemia, leukaemia and many other hematologic diseases.Out immune system is dependent on the WBC concentration in our blood.The aim of this paper is towards developing a computerized WBC category system using deep learning.Many models proposed for this application so far has used transfer learning by fine tuning the ResNet, Inception and VGGNet.But all these models were trained on ImageNet dataset which is completely different from the dataset used in this application.So, we have proposed a deep learning model for the white blood cells classification task from the scratch, without using transfer learning.