Essays about: "Handwritten Digit Recognition"

Found 5 essays containing the words Handwritten Digit Recognition.

  1. 1. A Comparison of Advanced DeepLearning Algorithms for Multi-digit Detection in Historical Documents

    University essay from Blekinge Tekniska Högskola/Institutionen för datavetenskap

    Author : Manaswini Chethireddy; Sai Teja Palla; [2023]
    Keywords : Deep Learning Methods; Handwritten digits; Digit Detection; Image processing on document images; YOLOV5; Faster R-CNN; RetinaNet; YOLOV7;

    Abstract : Background: Historical handwritten documents are assets for future generations and should be appropriately secured, so handwritten digit detection plays an important role to preserve them. Handwritten digit detection is a fundamental problem and has been studied extensively for many years. READ MORE

  3. 2. Hyperparameter Optimization for Convolutional Neural Networks

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Clément Gousseau; [2020]
    Keywords : ;

    Abstract : Training algorithms for artificial neural networks depend on parameters called the hyperparameters. They can have a strong influence on the trained model but are often chosen manually with trial and error experiments. READ MORE

  4. 3. Handwritten digit recognition based on segmentation-free method

    University essay from Blekinge Tekniska Högskola/Institutionen för datavetenskap

    Author : Mengqiao Zhao; [2020]
    Keywords : handwritten digit recognition; optical character recognition; segmentation-free;

    Abstract : This thesis aims to implement a segmentation-free strategy in the context of handwritten multi-digit string recognition. Three models namely VGG-16, CRNN and 4C are built to be evaluated and benchmarked, also research about the effect of the different training set on model performance is carried out. .. READ MORE

  5. 4. Multivariate analysis of the parameters in a handwritten digit recognition LSTM system

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Georgios Zervakis; [2019]
    Keywords : Deep Learning; Interpretability; Handwritten Digit Recognition; MNIST; Recurrent Neural Networks; PCA; SVD; Variational Autoencoders;

    Abstract : Throughout this project, we perform a multivariate analysis of the parameters of a long short-term memory (LSTM) system for handwritten digit recognition in order to understand the model’s behaviour. In particular, we are interested in explaining how this behaviour precipitate from its parameters, and what in the network is responsible for the model arriving at a certain decision. READ MORE

  6. 5. Automatic Handwritten Digit Recognition On Document Images Using Machine Learning Methods

    University essay from Blekinge Tekniska Högskola

    Author : Akkireddy Challa; [2019]
    Keywords : Handwritten Digit Recognition; Handwritten Digit Segmentation; Handwritten Digit Classification; Machine Learning Methods; Deep Learning; Image processing on document;

    Abstract : Context: The main purpose of this thesis is to build an automatic handwritten digit recognition method for the recognition of connected handwritten digit strings. To accomplish the recognition task, first, the digits were segmented into individual digits. READ MORE