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The understanding and interpretation of complex 3D environments is a key challenge of autonomous driving. Lidar sensors and their recorded point clouds are particularly interesting for this challenge since they provide accurate 3D information about the environment. This work presents a multimodal approach based on deep learning for panoptic segmentation of 3D point clouds. It builds upon and combines the three key aspects multi view architecture, temporal feature fusion, and deep sensor fusion.
The text gives a concise introduction into fundamental concepts in statistics. Chapter 1: Short exposition of probability theory, using generic examples. Chapter 2: Estimation in theory and practice, using biologically motivated examples. Maximum-likelihood estimation in covered, including Fisher information and power computations. Methods for calculating confidence intervals and robust alternatives to standard estimators are given. Chapter 3: Hypothesis testing with emphasis on concepts, particularly type-I , type-II errors, and interpreting test results. Several examples are provided. T-tests are used throughout, followed important other tests and robust/nonparametric alternatives. Multiple testing is discussed in more depth, and combination of independent tests is explained. Chapter 4: Linear regression, with computations solely based on R. Multiple group comparisons with ANOVA are covered together with linear contrasts, again using R for computations.
Documents governmental and political corruption in the Deep South through the story of a daughter who seeks justice when her parents are slain in Mississippi.
The aim of this work is the development of a Radar system for consumer applications. It is capable of tracking multiple people in a room and offers a touchless human-machine interface for purposes that range from entertainment to hygiene.
Explains how self-organizing systems, from crystals to human societies, share collective memories that influence their form and behavior • Includes new evidence and research in support of the theory of morphic resonance • Explores the major role that morphic resonance plays not just in animal instincts and cultural inheritance but also in the larger process of evolution • Shows that nature is not ruled by fixed laws but by habits and collective memories In this fully revised and updated edition of The Presence of the Past, Cambridge biologist Rupert Sheldrake lays out new evidence and research in support of his controversial theory of morphic resonance and explores its far-reaching imp...
This book addresses the multifaceted history of the domestic sphere in Europe from the Age of Reformation to the emergence of modern society. By focusing on daily practice, interaction and social relations, it shows continuities and social change in European history from an interior perspective. The Routledge History of the Domestic Sphere in Europe contains a variety of approaches from different regions that each pose a challenge to commonplace views such as the emergence of confessional cultures, of private life, and of separate spheres of men and women. By analyzing a plethora of manifold sources including diaries, court records, paintings and domestic advice literature, this volume provi...
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Photochromism is simply defined as the light induced reversible change of colour. The field has developed rapidly during the past decade as a result of attempts to improve the established materials and to discover new devices for applications.As photochromism bridges molecular, supramolecular and solid state chemistry, as well as organic, inorganic and physical chemistry, such a treatment requires a multidisciplinary approach and a broad presentation. The first edition (1990) provided an enormous amount of new concepts and data, such as the presentation of main families based on the pericyclic reaction mechanism, the review of new families, some bimolecular photocycloadditions and some promi...