Maram Adil Ali  Alaziz, Suhaam Adnan Abdul  Kareem, 
    A Novel Method for Image Captioning Based on Attributes and External Knowledge,
    Journal of Engineering and Applied Sciences,
    Volume 14,Issue 2,
    2019,
    Pages 610-614,
    ISSN 1816-949x,
    jeasci.2019.610.614,
    (https://makhillpublications.co/view-article.php?doi=jeasci.2019.610.614)
    Abstract: Modern development in visualization-to-verbal communication troubles have been attained through
a combination of deep neural networks and Recurrent Neural Networks (RNNs). This mechanism is employed
to combine in exterior skill which is seriously significant to answer advanced visual questions. A visual
question answering model is calculated which merge an interior depiction of the subject matter of an picture
with data obtained from a common skill foundation to respond a wide point of picture-based queries. It
especially, permits questions to be raised where the picture only does not have the data necessary to pick the
suitable respond.
    Keywords: Visual question;image;recurrent neural networks;deep neural network;RNNs;queries