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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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PDTW150K: A Dataset for Patent Drawing Retrieval
We introduce a new large-scale patent dataset termed PDTW150K for patent drawing retrieval. The dataset contains more than 150,000 patents associated...
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Event Recognition in Laparoscopic Gynecology Videos with Hybrid Transformers
Analyzing laparoscopic surgery videos presents a complex and multifaceted challenge, with applications including surgical training, intra-operative...
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GreenScreen: A Multimodal Dataset for Detecting Corporate Greenwashing in the Wild
Greenwashing, a form of deceptive marketing where organizations attempt to convince consumers that their offerings and operations are environmentally...
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RESET: Relational Similarity Extension for V3C1 Video Dataset
Effective content-based information retrieval (IR) is crucial across multimedia platforms, especially in the realm of videos. Whether navigating a...
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WikiMuTe: A Web-Sourced Dataset of Semantic Descriptions for Music Audio
Multi-modal deep learning techniques for matching free-form text with music have shown promising results in the field of Music Information Retrieval...