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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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Toward an Industrial Robot Gym
This chapter briefly describes how to build a digital twin and how to make it work in order to benefit a modern factory. It describes how the digital...
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Creating SORDI: The Largest Synthetic Dataset for Industries
This chapter describes SORDI, the largest Synthetic Industrial Dataset for Object Detection for Industries, jointly developed by BMW Group and...
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Digital Images – The Bread and Butter of Computer Vision
This chapter focuses on the usage of Computer Vision (CV) in manufacturing for product inspection, quality assurance, workplace safety, and factory...
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Projects
This is a special chapter dealing with security projects. We have arranged the projects in three parts. Part 1 consists of projects that can be done...
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Industrial Evolution Toward the Age of Imagination
This chapter briefly describes transitions within the industrial age: from the first, second, and third industrial revolutions, to the current...
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How Visual Data Is Revolutionizing the Industry World
This chapter briefly describes how Industry 4.0 technologies have placed digital multimedia data at the center of organizations of all sizes and...
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Standardization and Security Criteria: Security Evaluation of Computer Products
Our growing dependence on technology and the corresponding skyrocketing security problems arising from it have all created a high demand for...
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Deep Learning-Based Solution for Intrusion Detection in the Internet of Things
Securing the Internet of Things-based environment is a top priority for consumers, businesses, and governments. There are billions of devices...
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Executive Summary
Recent advancements in machine learning, particularly in natural language processing, have been marked by the emergence of large models pretrained on...
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Adaptive Slot Allocation Method for Data Link of UAV Transmission Network
In order to avoid unordered data occupying the data link organization in UAV transmission network for a long time, a more reasonable network slot...
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Research on Motion Stability Control Algorithm of Multi-axis Industrial Robot Based on Deep Reinforcement Learning
When the multi-axis industrial robot is disturbed by the outside, there will be some problems, such as large deviation of heading angle,...
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Intelligent Retrieval Method of Massive Music Information Resources Based on Deep Learning
With the increase of data storage capacity and the development of transmission technology, the number of music shows an unprecedented growth....
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Robust Design of Machine Translation System Based on Convolutional Neural Network
Aiming at the problem of low load robustness coefficient and recovery robustness coefficient of machine translation system in different scenarios and...
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Recognition of Running Gait of Track and Field Athletes Based on Convolutional Neural Network
With the continuous development of competitive sports, higher requirements have been put forward for the athletic level and technical movements of...