Learn How to Build and Deploy AI-powered Image Caption Generator

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Is there anything artificial intelligence can’t do? All the global social and professional
interactions are being dominated by visuals and imagery. With technology growing
rapidly, manual efforts fail to meet the requirements of tracking, identifying, and
annotating huge amounts of visual data. With the advancement of artificial
intelligence, businesses are accelerating the process of image captioning while
generating significant value.
AI-powered artificial intelligence employs various AI services to automate the image
captioning process. Ksolves is one of the best companies that develop artificial
intelligence with the latest technology. Let us discuss one of the applications of AI in
this blog.

Applications of AI-powered image captioning
The AI-powered image captioning model is a tool that is automated and generates
captions for enormous volumes of images. The image captioning model employs
techniques from NLP (Natural Language Processing) to extract textual information
from images given.

Recommendations in editing applications
The AI-powered image captioning model automates the captioning process for
several functions like digital content production, editing, delivery, and so on. The
models that are well-trained replace manual efforts that generally go in to generate
quality captions for images as well as videos.

Assisting visually impaired
This image captioning tool has come as a blessing for all those who are visually
impaired and unable to comprehend visuals. With an AI-powered image caption
generator, one can read out all the image descriptions to the people who are visually
impaired. This enables them to get a better understanding of their surroundings.

Media and publishing houses
One of the industries heavily using AI is the media and publishing houses. They
circulate huge amounts of visual information in the form of newsletters, emails, etc.
This model speeds up subtitle creation and helps executives to focus on other
important tasks.

Social media posts
Social media is using artificial intelligence for underlying mechanisms for identifying
terabytes of media files. Community administrators can now monitor interactions so
that they can formulate better business strategies.

Components of an AI-powered image captioning model
An AI-image caption generator contains deep learning neural networks-
Convolutional Neural Networks (CNN), Recurrent Neural Networks (RNN), and Long
Short Term Memory (LSTM).
● CNN’s- They are deployed for extracting spatial information from the given
images.
● RNNs- They are used for generating sequential data of words.
● LSTM- It remembers all the lengthy sequences of words.

Phases of AI-powered image caption generator
There are three phases of an AI-infused image caption generator-
Feature extraction
The initial process is done by CNN’s which extract distinct features from any images
based on their structural context. CNN’s also create feature vectors known as
embedding, which is used as an input for RNN algorithms.
Images are fed to the CNN as a form of inputs in different formats like png, jpg, and
so on. The neural networks compress large amounts of features that are extracted
from the original images and a feature vector that is RNN compatible. CNN is also
called an encoder.

Tokenization
The RNN is generally used to decode the process vector inputs that are generated
by the CNN modules. RNN models must be trained to initiate the task for captions.
You need to train your RNN model for predicting the next word.
However, without definite numerical alpha values, training the models becomes
ineffective.

Text predictions.
The last phase of the model is text predictions. Here an embedded layer is used for
transforming each word into the required vector and then pushed for decoding. The
RNN model along with LTSM should remember the spatial information and predict
what is the next word.

Ksolves Artificial Intelligence services
We, at Ksolves, offer artificial intelligence and customer services on a global scale.
Our team of skilled professionals works with the latest technologies to provide
enterprise-grade artificial intelligence integrations services. Along with artificial
intelligence, we are capable of deploying machine learning models like dpi machine
learning and aws machine learning. If you are looking for more artificial intelligence
and machine learning solutions, give us a call or write to us in the comments below.

Learn How to Build and Deploy AI-powered Image Caption Generator

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