Survey of convolutional neural networks for image captioning
Saloni Kalra, Alka Leekha
Abstract
Image captioning refers to a machine generatating human-like captions describing the image. With the recent surge of interest in the field, deep learning models have been proved to give state-of-the-art. Unlike most of the models using CNN for image embedding and RNN for language modeling and prediction, there is a small section of models using CNN for language modeling and prediction as well. This paper provides a survey of such models and the advantage that make this section worth exploring.
Topics & Concepts
Closed captioningComputer scienceConvolutional neural networkImage (mathematics)Artificial intelligenceField (mathematics)Deep learningSection (typography)Language modelEmbeddingNatural language processingMachine learningOperating systemPure mathematicsMathematicsMultimodal Machine Learning ApplicationsHuman Pose and Action RecognitionDomain Adaptation and Few-Shot Learning