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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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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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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...
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Optimising Tacit Knowledge in Organisational Knowledge Management: A Systematic Review of Covid-Era Literature
Tacit knowledge is an asset that boosts innovation and generates competitive advantage for organisations in all walks of life. Its application is not...
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Application of MED-TET to Feature Extraction of Vibration Signals
Vibration signal reflects the operation status of the equipment. It is widely used in the field of mechanical fault diagnosis. However, the weak...
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Disease Recognition of Plants Leaves in Northern Shaanxi Based on Siamese Networks
Crop disease image recognition is crucial for early detection and prevention of diseases in agriculture. With the development of deep learning...
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A Review of Image and Point Cloud Fusion in Autonomous Driving
In the task of autonomous driving perception scenarios, multi-sensor fusion is gradually becoming the current mainstream trend. At this stage,...
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Analysis of Weld Pool Characteristics in Narrow Gap GTAW Welding Based on Passive Vision
In the process of narrow gap pipeline welding, the welding quality can be controlled and judged by the characteristic information of the weld pool....