Understanding the Convolutional Neural Network & it’s Research Aspects in Deep Learning
Journal Title: International Journal for Research in Applied Science and Engineering Technology (IJRASET) - Year 2017, Vol 5, Issue 6
Abstract
Convolutional Neural Network (CNN) is the most important Deep Neural Network (DNN) architecture to implement the Deep Learning’s application of data and pattern representation in an effective and efficient manner. It uses the idea of animal’s visual cortex organization to achieve connectivity pattern between its neurons. A receptive field is a restricted part of the space where a respond to stimuli are done by the individual cortical neurons. The main motivation behind the development of convolutional networks is the biological processes and CNNs are considered as the multilayer perceptrons’ variations that are designed for the purpose of providing the minimal usage of pre-processing. The major applications of convolutional neural network include image recognition, natural language processing, recommender systems and video recognition. We have tried to put an honest effort in this paper to analyze the Convolutional Neural Network (CNN) and the various developments made in its area of research.
Authors and Affiliations
Manish Kumar Singh, Prof. G S Baluja, Dr. Dinesh Prasad Sahu
Keywords
Related Articles
- EP ID EP24512
- DOI -
- Views 344
- Downloads 9
Application of ANN for the Hydrological Modeling
Global climate change has been a burning problem for environmentalists since the middle of the 20th century. The application of artificial neural network (ANN) methodology for modeling climate change impact on river Jhe...
Image Compression Using Wavelet and Its Advance Family
Uncompressed multimedia data requires large storage capacity and transmission bandwidth. Rapid progress in mass storage density processor speeds and digital communication system performance, demand for data storage capa...
Dynamic Routing with Security using a Blow fish algorithm in the Network System
In this paper is about encryption and decryption of the text, image, audio, video using a secret key block cipher which is for the dynamic routing with security using a cryptographic algorithm in the network system. The...
User Service Rating Prediction System by Exploring Social Users Rating Behavior
Nowadays many people are sharing what they are doing in social networking sites with their friends and their followers and there are vast amount of reviews, ratings, descriptions about a product or local service. In cas...
Predicting the Severity of Cervical Cancer Using Image Processing Techniques
Cervical cancer is a malignant disease that develops in the cells of the cervix or on the neck of the uterus. A Pap smear, also called as Pap test, is a procedure to test cervical cancer in women. PAP smear test is an e...