Image Caption : Image Caption using Deep learning

Language: English

Published by LAP LAMBERT Academic Publishing, 2024

6207647602 / 9786207647606

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nach der Bestellung gedruckt Neuware - Printed after ordering - Image captioning with audio has emerged as a challenging yet promising task in the field of deep learning. This paper proposes a novel approach to address this task by integrating convolutional neural networks (CNNs) for image feature extraction and recurrent neural networks (RNNs) for sequential audio analysis. Specifically, we leverage pre-trained CNNs such as VGG to extract visual features from images and employ spectrogram representations coupled with RNNs such as LSTM or GRU to process audio inputs. Our proposed model based not only on their visual content but also on accompanying audio cues. We evaluate the performance of our model on benchmark datasets and demonstrate its effectiveness in generating coherent and contextually relevant captions for images with corresponding audio inputs. Additionally, we conduct tablation studies to analyze the contribution of each modality to the overall captioning performance, our results show that the fusion of visual and auditory modalities significantly improves captioning quality compared to using either modality in isolation.…

Title
Image Caption : Image Caption using Deep learning
Author
Kanchana Kannaiyan
Publisher
LAP LAMBERT Academic Publishing
Publication year
2024
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
6207647602
ISBN 13
9786207647606
Item weight
113 grams
Dimensions
220x150x4 mm

AHA-BUCH GmbH

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