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Computer Vision – ECCV 2020
The 30-volume set, comprising the LNCS books 12346 until 12375, constitutes the refereed proceedings of the 16th European Conference on Computer Vision, ECCV 2020, which was planned to be held in Glasgow, UK, during August 23-28, 2020. The conference was held virtually due to the COVID-19 pandemic. The 1360 revised papers presented in these proceedings were carefully reviewed and selected from a total of 5025 submissions. The papers deal with topics such as computer vision; machine learning; deep neural networks; reinforcement learning; object recognition; image classification; image processing; object detection; semantic segmentation; human pose estimation; 3d reconstruction; stereo vision; computational photography; neural networks; image coding; image reconstruction; object recognition; motion estimation.
Medical Image Computing and Computer-Assisted Intervention – MICCAI 2016
The three-volume set LNCS 9900, 9901, and 9902 constitutes the refereed proceedings of the 19th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2016, held in Athens, Greece, in October 2016. Based on rigorous peer reviews, the program committee carefully selected 228 revised regular papers from 756 submissions for presentation in three volumes. The papers have been organized in the following topical sections: Part I: brain analysis; brain analysis - connectivity; brain analysis - cortical morphology; Alzheimer disease; surgical guidance and tracking; computer aided interventions; ultrasound image analysis; cancer image analysis; Part II: machine learning and feature selection; deep learning in medical imaging; applications of machine learning; segmentation; cell image analysis; Part III: registration and deformation estimation; shape modeling; cardiac and vascular image analysis; image reconstruction; and MR image analysis.
AI, Machine Learning and Deep Learning
Today, Artificial Intelligence (AI) and Machine Learning/ Deep Learning (ML/DL) have become the hottest areas in information technology. In our society, many intelligent devices rely on AI/ML/DL algorithms/tools for smart operations. Although AI/ML/DL algorithms and tools have been used in many internet applications and electronic devices, they are also vulnerable to various attacks and threats. AI parameters may be distorted by the internal attacker; the DL input samples may be polluted by adversaries; the ML model may be misled by changing the classification boundary, among many other attacks and threats. Such attacks can make AI products dangerous to use. While this discussion focuses on ...
Machine Learning on Commodity Tiny Devices
This book aims at the tiny machine learning (TinyML) software and hardware synergy for edge intelligence applications. This book presents on-device learning techniques covering model-level neural network design, algorithm-level training optimization and hardware-level instruction acceleration. Analyzing the limitations of conventional in-cloud computing would reveal that on-device learning is a promising research direction to meet the requirements of edge intelligence applications. As to the cutting-edge research of TinyML, implementing a high-efficiency learning framework and enabling system-level acceleration is one of the most fundamental issues. This book presents a comprehensive discuss...
Federated Learning
Federated Learning: Theory and Practi ce provides a holisti c treatment to federated learning as a distributed learning system with various forms of decentralized data and features. Part I of the book begins with a broad overview of opti mizati on fundamentals and modeling challenges, covering various aspects of communicati on effi ciency, theoretical convergence, and security. Part II featuresemerging challenges stemming from many socially driven concerns of federated learning as a future public machine learning service. Part III concludes the book with a wide array of industrial applicati ons of federated learning, as well as ethical considerations, showcasing its immense potential for dri...
Four Internets
Four Internets offers a revelatory new approach for conceptualizing the Internet and understanding the sometimes rival values that drive its governance and stability. It unravels how tensions between the models play out across politics, economics, and technology, ultimately debating whether these models can continue to co-exist--or what might happen if any fall away.
Data Science Ethics
This book examines a variety of different concepts related to data science ethics and techniques that can help with, or lead to, ethical concerns, whilst featuring cautionary tales that illustrate the importance and potential impact of data science ethics.
Digital Health und Recht
Die Digitalisierung im Gesundheitssektor hat in den letzten Jahren stetig an Bedeutung gewonnen. Der Band nähert sich diesem Thema aus der rechtlichen Perspektive, die um Beiträge aus der Ethik und Bioinformatik angereichert wird. Der erste Themenbereich kreist um die elektronische Patientenakte (ePA). Der zweite Teil beschäftigt sich mit weiteren regulatorischen Innovationen, namentlich den digitalen Gesundheitsanwendungen (DiGAs), digitalen Pflegeanwendungen (DiPAs), Entscheidungsunterstützungssystemen (CDSS) und Software als Medizinprodukt (SaMD). Sodann widmen sich die Beiträge den Querschnittsfragen der Solidarität und Individualisierung sowie der Haftung. Der fünfte und letzte Themenkomplex beschäftigt sich mit möglichen Lösungsansätzen für datenschutzrechtliche Probleme aus einer rechtlichen und informatisch informierten Perspektive. Dieser Band liefert einen Beitrag zur Sichtung und Systematisierung der zuweilen disparat anmutenden Rechtsmaterie. Zentral ist die Einsicht, dass das Recht im Bereich Digital Health interdisziplinär, kreativ, flexibel und innovationsfördernd sein und bleiben.
Metallurgical Analysis of Chinese Coins at the British Museum
This publication brings together the results of metallurgical analysis on Chinese coins undertaken at the British Museum during the last 15 years. The largest project looked at the metal content of Chinese cash coins over a period of more than 2,000 years. Although the results of the survey were published in 1989, the full details of the survey and photographs of the coins tested are presented here for the first time, along with an introduction by Joe Cribb and comments by Michael Cowell. Since then, smaller metallurgical projects have been undertaken at the British Museum, looking at specific questions, such as the iron content of Song dynasty coins, the brass content of Qing dynasty coins,...
