Architecture of the basic model of the U-Net deep neural network (Hilbert et al. 2020)

Source publication

Flowchart of the proposed hybrid handwriting recognition method

Pre-processing operation on the images of a handwriting sample,...

Registration and rotation of the processed image of one word of...

Architecture of the basic model of the U-Net deep neural network...

The novel hybrid architecture proposed for handwriting identity...

Enhanced handwriting recognition through hybrid UNet-based architecture with global classical features

Article

Full-text available

Jan 2025

Xiaofei Liu

The problem of identifying the correct authors with the help of samples in handwriting is a bit compromising, considering the way variations change and image distortions come into being. Therefore, in this paper, we intend to improve the offline handwriting recognition by proposing a hybrid architecture that integrates deep learning and classical f...