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Multimodal Information Retrieval
In today’s rapidly evolving digital landscape, the wealth of available information has expanded beyond the boundaries of traditional text-based...
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Outlook
While multimodal information retrieval has several exciting applications and a high potential for impact on important problems, there are several...
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Multimodal Content Generation
In this chapter, we will review the advances that are being made in this new field of multimodal content generation and also discuss several...
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Retrieval Augmented Modeling
Till this point in our book, we have discussed the fundamental principles of information retrieval, exploring its key elements, and various...
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Transformer-Driven Models for Language, Vision, and Multimodality
In this chapter, we will learn about the modeling and learning techniques that drive multimodal applications. We will focus specifically on the...
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Introduction
In this book, our emphasis is on multimodal information retrieval, specifically concentrating on text and image data. The traditional unimodal...
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A Metaphorical Text Classifier to Compare the Use of RoBERTa-Large, RoBERTa-Base and BERT-Base Uncased
This work presents a literal and metaphorical language classifier for the Trofi corpus (Gao G. et al. 2018), through LSTM cells, comparing the...
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Good Negative Sampling for Triple Classification
Knowledge graphs are large and useful sources widely used for natural question answering, Web search and data analytics. They describe facts about a...
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Comparison of Root Mean Square Index and Hilbert-Huang Transform for Detection of Muscle Activation in a Person with Elbow Disarticulation
An active prosthesis is a device developed to substitute an absent limb of the human body supplying its functionalities without neglecting the...
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Oversampling Method Based Covariance Matrix Estimation in High-Dimensional Imbalanced Classification
Class imbalance is a common problem in (binary) classification problems. It appears in many application domains, such as text classification, fraud...
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Robust MCU Oriented KWS Model for Children Robotic Prosthetic Hand Control
There are few models of prosthetic hands in literature designed for children. The use of speech commands as control method was not found to be used...
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An Improved Fault Diagnosis Scheme Based on a Type-2 Fuzzy Classification Algorithms
The Industry 4.0 paradigm aims to obtain high levels of productivity and efficiency, more competitive final products and compliance with the...
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A Robust Preprocessing Method for Measuring Image Visual Quality Using Log-Polar FFT Features
To register two images, existing methods normally estimate the parameters of an affine transform, and then perform an inverse affine transform to the...
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Effectiveness of Blind Face Restoration to Boost Face Recognition Performance at Low-Resolution Images
This paper studies the effectiveness of Blind Face Restoration methods to boost the performance of face recognition systems on low-resolution images....
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A New Proposal for Detection and Location of Cyberattacks in Industrial Processes
In the Industry 4.0 paradigm, the cybersecurity is a key aim to obtain high levels of performance of the industries based on the use of the IoT...
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A Knowledge-Based User Feedback Classification Approach for Software Support
The analysis of the textual content of user opinions on social networks about software applications in use can provide valuable information to the...
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Analytic Algorithm for Predicting Diabetes Based on GSDRC-Stacking-Anchor Model
“How to prevent diabetes” has become a global issue that is addressed as the incidence of diabetes keeps rising quickly and the number of deaths from...
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Visual Question Answering System for Skeletal Images Based on Feature Extraction Using Faster RCNN and Kai-Bi-LSTM Techniques
The human life cycle is becoming more intelligent in the present era of technology, and it is expanding quickly in many areas, particularly in...
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Assessment Framework for Immersive Learning: Application and Evaluation
Technological advances, changing demands of students and employers as well as the stiff competition among higher education (HE) institutions are...