AUTOMATED IMAGE CAPTIONING GENERATOR USING DEEP LEARNING

The increasing volume of visual data shared online highlights the need for systems that can understand and describe images automatically. This project presents an automated image captioning generator based on deep learning techniques. The model combines Convolutional Neural Networks (CNNs) for extracting image features with Long Short-Term Memory (LSTM) networks for generating descriptive captions. Trained on a dataset of images paired with human-written captions, the system learns to produce contextually relevant and grammatically correct descriptions. This approach has broad applications in accessibility, digital content management, and image retrieval, bridging the gap between visual understanding and natural language.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-06-17
DOI
https://doi.org/10.5281/zenodo.15680232
Primary Topic
Multimodal Machine Learning Applications
Type
article
Field-Weighted Citation Impact
0.00
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article

AUTOMATED IMAGE CAPTIONING GENERATOR USING DEEP LEARNING

Zenodo (CERN European Organization for Nuclear Research)
Multimodal Machine Learning Applications
article

AUTOMATED IMAGE CAPTIONING GENERATOR USING DEEP LEARNING

article en

Abstract

The increasing volume of visual data shared online highlights the need for systems that can understand and describe images automatically. This project presents an automated image captioning generator based on deep learning techniques. The model combines Convolutional Neural Networks (CNNs) for extracting image features with Long Short-Term Memory (LSTM) networks for generating descriptive captions. Trained on a dataset of images paired with human-written captions, the system learns to produce contextually relevant and grammatically correct descriptions. This approach has broad applications in accessibility, digital content management, and image retrieval, bridging the gap between visual understanding and natural language.

Zenodo (CERN European Organization for Nuclear Research)
Quality Education
Openalex Percentile: Top 54%
Multimodal Machine Learning Applications
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AUTOMATED IMAGE CAPTIONING GENERATOR USING DEEP LEARNING · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS