Essays about: "Capsule Networks"

Found 5 essays containing the words Capsule Networks.

  1. 1. Towards Understanding Capsule Networks

    University essay from Linköpings universitet/Datorseende

    Author : Johan Edstedt; [2020]
    Keywords : ;

    Abstract : In this thesis capsule networks are investigated, both theoretically and empirically. The properties of the dynamic routing [42] algorithm proposed for capsule networks, as well as a routing algorithm in a follow-up paper by Wang et al. [50] are thoroughly investigated. READ MORE

  3. 2. A Comparative Study of Routing Methods in Capsule Networks

    University essay from Linköpings universitet/Datorseende

    Author : Christoffer Malmgren; [2019]
    Keywords : Computer Vision; Deep Learning; Capsule Networks;

    Abstract : Recently, the deep neural network structure caps-net was proposed by Sabouret al. [11]. Capsule networks are designed to learn relative geometry betweenthe features of a layer and the features of the next layer. The Capsule network’smain building blocks are capsules, which are represented by vectors. READ MORE

  4. 3. CapsNet Comprehension of Objects in Different Rotational Views : A comparative study of capsule and convolutional networks

    University essay from KTH/Programvaruteknik och datorsystem, SCS

    Author : Martin Engelin; [2018]
    Keywords : capsnet; convolutional; network; capsule; neural; clothing; clothes; sellpy; rotation; rotational; views;

    Abstract : Capsule network (CapsNet) is a new and promising approach to computer vision. In the small amount of research published so far, it has shown to be good at generalizing complex objects and perform well even when the images are skewed or the objects are seen from unfamiliar viewpoints. READ MORE

  5. 4. An investigation of Recent Deep Learning Techniques Applied to Blood Cell Image Analysis

    University essay from Lunds universitet/Matematik LTH

    Author : Andreas Forslöw; [2018]
    Keywords : deep learning; machine learning; capsule networks; neural networks; Geoffrey Hinton; Sara Sabour; Hinton; Sabour; Frosst; dynamic routing; em routing; cellavision; andreas forslöw; anders heyden; mattias nilsson; image classification; image analysis; blood cells; white blood cells; Mathematics and Statistics;

    Abstract : This project has investigated the performances of Capsule Networks in comparison to Convolutional Neural Networks (CNNs) on white blood cell image classification at CellaVision. The Capsule Network models that were investigated are EM Routing Capsule Networks (EMCNs) and Dynamic Routing Capsule Networks (DCNs). READ MORE

  6. 5. Application of convolutional neural networks for fingerprint recognition

    University essay from Lunds universitet/Matematik LTH

    Author : Tuong Lam; Simon Nilsson; [2018]
    Keywords : convolutional neural network; CNN; neural network; fingerprint; matching; siamese; inception; triplet; capsule; Mathematics and Statistics;

    Abstract : Fingerprint recognition is a well-known problem in pattern recognition and widely used in contemporary authentication technology such as access devices in mobile phones. The subject of this thesis is to investigate the applicability of convolutional neural networks for fingerprint recognition. READ MORE