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This thesis addresses the automated identification and localization of a time-varying number of objects in a stream of sensor data. The problem is challenging due to its combinatorial nature: If the number of objects is unknown, the number of possible object trajectories grows exponentially with the number of observations. Random finite sets are a relatively new theory that has been developed to derive at principled and efficient approximations. It is based around set-valued random variables that contain an unknown number of elements which appear in arbitrary order and are themselves random. While extensively studied in theory, random finite sets have not yet become a leading paradigm in practical computer vision and robotics applications. This thesis explores random finite sets in visual tracking applications. The first method developed in this thesis combines set-valued recursive filtering with global optimization. The problem is approached in a min-cost flow network formulation, which has become a standard inference framework for multiple object tracking due to its efficiency and optimality. A main limitation of this formulation is a restriction to unary and pairwise cost terms. This circumstance makes integration of higher-order motion models challenging. The method developed in this thesis approaches this limitation by application of a Probability Hypothesis Density filter. The Probability Hypothesis Density filter was the first practically implemented state estimator based on random finite sets. It circumvents the combinatorial nature of data association itself by propagation of an object density measure that can be computed efficiently, without maintaining explicit trajectory hypotheses. In this work, the filter recursion is used to augment measurements with an additional hidden kinematic state to be used for construction of more informed flow network cost terms, e.g., based on linear motion models. The method is evaluated on public benchmarks where a considerate improvement is achieved compared to network flow formulations that are based on static features alone, such as distance between detections and appearance similarity. A second part of this thesis focuses on the related task of detecting and tracking a single robot operator in crowded environments. Different from the conventional multiple object tracking scenario, the tracked individual can leave the scene and later reappear after a longer period of absence. Therefore, a re-identification component is required that picks up the track on reentrance. Based on random finite sets, the Bernoulli filter is an optimal Bayes filter that provides a natural representation for this type of problem. In this work, it is shown how the Bernoulli filter can be combined with a Probability Hypothesis Density filter to track operator and non-operators simultaneously. The method is evaluated on a publicly available multiple object tracking dataset as well as on custom sequences that are specific to the targeted application. Experiments show reliable tracking in crowded scenes and robust re-identification after long term occlusion. Finally, a third part of this thesis focuses on appearance modeling as an essential aspect of any method that is applied to visual object tracking scenarios. Therefore, a feature representation that is robust to pose variations and changing lighting conditions is learned offline, before the actual tracking application. This thesis proposes a joint classification and metric learning objective where a deep convolutional neural network is trained to identify the individuals in the training set. At test time, the final classification layer can be stripped from the network and appearance similarity can be queried using cosine distance in representation space. This framework represents an alternative to direct metric learning objectives that have required sophisticated pair or triplet sampling strategies in the past. The method is evaluated on two large scale person re-identification datasets where competitive results are achieved overall. In particular, the proposed method better generalizes to the test set compared to a network trained with the well-established triplet loss.
Der Klimawandel stellt eine existenzielle Bedrohung für das menschliche Überleben, die soziale Organisation der Gesellschaft und die Stabilität der Ökosysteme dar. Er ist daher zutiefst beängstigend. Im Angesicht von Bedrohungen wollen sich Menschen häufig schützen, anstatt sich proaktiv zu verhalten. Wenn psychologische Ressourcen zur Bewältigung nicht ausreichen, reagieren Menschen oft mit verschiedenen Formen der Leugnung. Diese Dissertation leistet einen Beitrag zum Verständnis des vielschichtigen Phänomens der Klimawandelleugnung aus psychologischer Sicht.
Es gibt vier Forschungslücken in der Literatur zur Klimawandelleugnung: Erstens hat das Spektrum der Klimawandelleugnung als Selbst-schützende Reaktion auf die Klimakrise innerhalb der Psychologie bisher keine Beachtung gefunden. Zweitens wurde psychologische Grundbedürfnisbefriedigung, ein fundamentaler Indikator für menschliches Funktionieren und die Fähigkeit, mit Bedrohungen umzugehen, bisher nicht als Prädiktor für Klimawandelleugnung untersucht. Drittens sind Beziehungen des Spektrums der Klimawandelleugnung zu klimarelevanten Emotionen, insbesondere der Klimaangst, bisher nicht empirisch untersucht worden. Viertens wurde bisher nicht untersucht, wie sich das Spektrum der Klimawandelleugnung zu etablierten Prädiktoren der Klimawandelleugnung, d.h. rechtsideologischen Überzeugungen und männlichem Geschlecht, verhält. Um diese Lücken zu schließen, untersuche ich, wie sich das Spektrum der Klimawandelleugnung im deutschen Kontext manifestiert und wie es mit psychologischer Grundbedürfnisbefriedigung und -frustration, umweltfreundlichem Verhalten, Klimaangst, ideologischer Uberzeugung und Geschlecht zusammenhängt.
Fünf Manuskripte zeigen, dass Klimawandelleugnung im deutschen Kontext auf einem Spektrum existiert, das von der Verzerrung von Fakten (interpretative Leugnung, insbesondere Leugnung der persönlichen und globalen Folgenschwere) bis zur Leugnung von Implikationen reicht (implikatorische Leugnung, insbesondere Vermeidung, Leugnung von Schuld und Rationalisierung der eigenen Beteiligung). Über alle Analysen hinweg war niedrige psychologische Grundbedürfnisbefriedigung Prädiktor für das Spektrum der Klimawandelleugnung, das wiederum mit umweltfreundlichem Verhalten assoziiert war. Klimawandelleugnung stand generell in einem negativen Zusammenhang mit Klimaangst, mit Ausnahme einer positiven Assoziation von Vermeidung und Klimaangst. Rechtsideologische Überzeugung war der stärkste Prädiktor für Klimawandelleugnung über das gesamte Spektrum hinweg. Niedrige Bedürfnisbefriedigung und männliches Geschlecht waren weitere, aber schwächere Prädiktoren für implikatorische Leugnung.
Diese Ergebnisse legen nahe, dass das Spektrum der Klimawandelleugnung viele psychologische Funktionen erfüllt. Klimawandelleugnung ist möglicherweise sowohl eine Selbst-schützende Strategie, um Emotionen herunter zu regulieren, als auch um sich vor dem Verlust von Privilegien zu schützen. Kurz gesagt stellt Klimawandelleugnung eine Barriere für Klimaschutzmaßnahmen dar, die möglicherweise erst dann überwunden wird, wenn Menschen über ausreichende psychologische Ressourcen verfügen, um sich der Bedrohung durch den Klimawandel zu stellen und mit zugrundeliegenden Selbst-schützenden, emotionalen Reaktionen umzugehen.
In a world where language defines the boundaries of one's understanding, the words of Austrian philosopher Ludwig Wittgenstein resonate profoundly. Wittgenstein's assertion that "Die Grenzen meine Sprache bedeuten die Grenzen meiner Welt" (Wittgenstein 2016: v. 5.6) underscores the vital role of language in shaping our perceptions. Today, in a globalized and interconnected society, fluency in foreign languages is indispensable for individual success. Education must break down these linguistic barriers, and one promising approach is the integration of foreign languages into content subjects.
Teaching content subjects in a foreign language, a practice known as Content Language Integrated Learning (CLIL), not only enhances language skills but also cultivates cognitive abilities and intercultural competence. This approach expands horizons and aligns with the core principles of European education (Leaton Gray, Scott & Mehisto 2018: 50). The Kultusministerkonferenz (KMK) recognizes the benefits of CLIL and encourages its implementation in German schools (cf. KMK 2013a).
With the rising popularity of CLIL, textbooks in foreign languages have become widely available, simplifying teaching. However, the appropriateness of the language used in these materials remains an unanswered question. If textbooks impose excessive linguistic demands, they may inadvertently limit students' development and contradict the goal of CLIL.
This thesis focuses on addressing this issue by systematically analyzing language requirements in CLIL teaching materials, emphasizing receptive and productive skills in various subjects based on the Common European Framework of Reference. The aim is to identify a sequence of subjects that facilitates students' language skill development throughout their school years. Such a sequence would enable teachers to harness the full potential of CLIL, fostering a bidirectional approach where content subjects facilitate language learning.
While research on CLIL is extensive, studies on language requirements for bilingual students are limited. This thesis seeks to bridge this gap by presenting findings for History, Geography, Biology, and Mathematics, allowing for a comprehensive understanding of language demands. This research endeavors to enrich the field of bilingual education and CLIL, ultimately benefiting the academic success of students in an interconnected world.
Foliicolous lichens are one of the most abundant epiphytes in tropical rainforests and one of the few groups of organisms that characterize these forests. Tropical rainforests are increasingly affected by anthropogenic disturbance resulting in forest destruction and degradation. However, not much is known on the effects of anthropogenic disturbance on the diversity of foliicolous lichens. Understanding such effects is crucial for the development of appropriate measures for the conservation of such organisms. In this study, foliicolous lichens diversity was investigated in three tropical rainforests in East Africa. Godere Forest in Southwest Ethiopia is a transitional rainforest with a mixture of Afromontane and Guineo-Congolian species. The forest is secondary and has been affected by shifting cultivation, semi-forest coffee management and commercial coffee plantation. Budongo Forest in West Uganda is a Guineo-Congolian rainforest consisting of primary and secondary forests. Kakamega Forest in western Kenya is a transitional rainforest with a mixture of Guineo-Congolian and Afromontane species. The forest is a mosaic of near-primary forest, secondary forests of different seral stages, grasslands, plantations, and natural glades.
While the 1960s and 1970s still knew permanent education (Council of Europe), recurrent education (OECD) and lifelong education (UNESCO), over the past 20 years, lifelong learning has become the single emblem for reforms in (pre-) primary, higher and adult education systems and international debates on education. Both highly industrialized and less industrialized countries embrace the concept as a response to the most diverse economic, social and demographic challenges - in many cases motivated by international organizations (IOs).
Yet, literature on the nature of this influence, the diffusion of the concept among IOs and their understanding of it is scant and usually focuses on a small set of actors. Based on longitudinal data and a large set of education documents, the work identifies rapid diffusion of the concept across a heterogeneous, expansive and dynamic international field of 88 IOs in the period 1990-2013, which is difficult to explain with functionalist accounts.
Based on the premises of world polity theory, this paper argues that what diffuses resembles less the bundle of systemic reforms usually associated with the concept in the literature and more a surprisingly detailed model of a new actor " the lifelong learner.
Placing questions before the material or after the material constitute different reading situations. To adapt to these reading situations, readers may apply appropriate reading strategies. Reading strategy caused by location of question has been intensively explored in the context of text comprehension. (1) However, there is still not enough knowledge about whether text plays the same role as pictures when readers apply different reading strategies. To answer this research question, three reading strategies are experimentally manipulated by displaying question before or after the blended text and picture materials: (a) Unguided processing with text and pictures and without the question. (b) Information gathering to answer the questions after the prior experience with text and pictures. (c) Comprehending text and pictures to solve the questions with the prior information of the questions. (2) Besides, it is arguable whether readers prefer text or pictures when the instructed questions are in different difficulty levels. (3) Furthermore, it is still uncertain whether students from higher school tier (Gymnasium) emphasize more on text or on pictures than students from lower school tier (Realschule). (4) Finally, it is rarely mentioned whether higher graders are more able to apply reading strategies in text processing and picture processing than lower graders.
Two experiments were undertaken to investigate the usage of text and pictures in the perspectives of task orientation, question difficulty, school and grade. For a 2x2(x2x2x2) mixed design adopting eye tracking method, participants were recruited from grade 5 (N = 72) and grade 8 (N = 72). In Experiment 1, thirty-six 5th graders were recruited from higher tier (Gymnasium) and thirty-six 5th graders were from lower tier (Realschule). In Experiment 2, thirty-six 8th graders were recruited from higher tier and thirty-six were from lower tier. They were supposed to comprehend the materials combining text and pictures and to answer the questions. A Tobii XL60 eye tracker recorded their eye movements and their answers to the questions. Eye tracking indicators were analyzed and reported, such as accumulated fixation duration, time to the first fixation and transitions between different Areas of Interest. The results reveal that students process text differently from pictures when they follow different reading strategies. (1) Consistent with Hypothesis 1, students mainly use text to construct their mental model in unguided spontaneous processing of text and pictures. They seem to mainly rely on the pictures as external representations when trying to answer questions after the prior experience with the material. They emphasize on both text and pictures when questions are presented before the material. (2) Inconsistent with Hypothesis 2, students are inclined to emphasize on text and on pictures as question difficulty increases. However, the increase of focus on pictures is more than on text when the presented question is difficult. (3) Different from Hypothesis 3, the current study discovers that higher tier students did not differ from lower tier students in text processing. Conversely, students from higher tier attend more to pictures than students from lower tier. (4) Differed from Hypothesis 4, 8th graders outperform 5th graders mainly in text processing. Only a subtle difference is found between 5th graders and 8th graders in picture processing.
To sum up, text processing differs from picture processing when applying different reading strategies. In line with the Integrative Model of Text and Picture Comprehension by Schnotz (2014), text is likely to play a major part in guiding the processing of meaning or general reading, whereas pictures are applied as external representations for information retrieval or selective reading. When question is difficulty, pictures are emphasized due to their advantages in visualizing the internal structure of information. Compared to lower tier students (poorer problem solvers), higher tier students (good problem solvers) are more capable of comprehending pictures rather than text. Eighth graders are more efficient than 5th graders in text processing rather than picture processing. It also suggests that in designing school curricula, more attention should be paid to students’ competence on picture comprehension or text-picture integration in the future.
Ausgehend von Zwei-Prozess-Modellen der Informationsverarbeitung beschäftigt sich die vorliegende Forschungsarbeit mit der Frage, inwieweit die explizite Ekelsensitivität, vermittelt über die Selbstwahrnehmung automatischer Verhaltenscues, an die implizite Ekelsensitivität angepasst wird. Im Unterschied zu vorangegangenen Studien (Hofmann et al., 2009), die einen "blind spot" für die Selbst-, nicht aber für die Fremdwahrnehmung automatischer Verhaltenscues folgerten, wurde in der vorliegenden Forschungsarbeit in zwei Studien eine Anpassung der expliziten an die implizite Ekelsensitivität gemäß der Selbstwahrnehmungshypothese gezeigt. In Studie 1 (N = 75) wurde die prädiktive Validität eines indirekten Ekelsensitivitätsmaßes mit Hilfe einer doppelten Dissoziation belegt. Studie 2 (N = 117) untersuchte die Selbstwahrnehmungshypothese. Gegenüber den Studien von Hofmann et al. (2009) wurde eine modifizierte Selbstwahrnehmungsprozedur verwendet: (a) Das Verhalten wurde mehrmals zurückgemeldet, wobei jeweils eine geringere Anzahl an Verhaltenscues beurteilt wurde, (b) als Domäne wurde die Emotion Ekel mit klaren, eindeutigen automatischen Verhaltenscues (Gesichtsausdruck, Körperbewegungen) verwendet, (c) neben einem globalen, wurde ein spezifisches explizites Ekelsensitivitätsmaß eingesetzt. In Studie 3 (N = 130) wurden die Ergebnisse von Studie 2 repliziert. Weiterhin wurden mit Display Rules und Need for Closure Moderatoren der prädiktiven Validität und des Selbstwahrnehmungs- und Adaptionsprozesses untersucht. Die Moderatoreffekte weisen darauf hin, dass sowohl das Zeigen von Ekel im Gesichtsausdruck, als auch die Wahrnehmung des eigenen Ekel-Gesichtsausdrucks einer selbstbilddienlichen Verzerrung unterworfen sind. Praktische Implikationen und Anregungen für zukünftige Forschung werden diskutiert.
Leaf litter breakdown is a fundamental process in aquatic ecosystems, being mainly mediated by decomposer-detritivore systems that are composed of microbial decomposers and leaf-shredding, detritivorous invertebrates. The ecological integrity of these systems can, however, be disturbed, amongst others, by chemical stressors. Fungicides might pose a particular risk as they can have negative effects on the involved microbial decomposers but may also affect shredders via both waterborne toxicity and their diet; the latter by toxic effects due to dietary exposure as a result of fungicides’ accumulation on leaf material and by negatively affecting fungal leaf decomposers, on which shredders’ nutrition heavily relies. The primary aim of this thesis was therefore to provide an in-depth assessment of the ecotoxicological implications of fungicides in a model decomposer-detritivore system using a tiered experimental approach to investigate (1) waterborne toxicity in a model shredder, i.e., Gammarus fossarum, (2) structural and functional implications in leaf-associated microbial communities, and (3) the relative importance of waterborne and diet-related effects for the model shredder.
Additionally, knowledge gaps were tackled that were related to potential differences in the ecotoxicological impact of inorganic (also authorized for organic farming in large parts of the world) and organic fungicides, the mixture toxicity of these substances, the field-relevance of their effects, and the appropriateness of current environmental risk assessment (ERA).
In the course of this thesis, major differences in the effects of inorganic and organic fungicides on the model decomposer-detritivore system were uncovered; e.g., the palatability of leaves for G. fossarum was increased by inorganic fungicides but deteriorated by organic substances. Furthermore, non-additive action of fungicides was observed, rendering mixture effects of these substances hardly predictable. While the relative importance of the waterborne and diet-related effect pathway for the model shredder seems to depend on the fungicide group and the exposure concentration, it was demonstrated that neither path must be ignored due to additive action. Finally, it was shown that effects can be expected at field-relevant fungicide levels and that current ERA may provide insufficient protection for decomposer-detritivore systems. To safeguard aquatic ecosystem functioning, this thesis thus recommends including leaf-associated microbial communities and long-term feeding studies using detritus feeders in ERA testing schemes, and identifies several knowledge gaps whose filling seems mandatory to develop further reasonable refinements for fungicide ERA.
Echzeitbetriebssysteme für Systeme mit gemischten Kritikalitäten müssen unterschiedliche Arten von Software, wie z.B. Echtzeitanwendungen und Allzweckanwendungen, gleichzeitig unterstützen. Dabei müssen sie eine solide räumliche und zeitliche Isolation zwischen unabhängigen Softwarekomponenten bieten. Daher fokussieren sich aktuelle Echtzeitbetriebssysteme hauptsächlich auf Vorhersagbarkeit und ein berechenbares Worst-Case-Verhalten.
Allerdings bieten Allzweck-Betriebssysteme wie Linux häufig effizientere, aber weniger deterministische Mechanismen, welche die durchschnittliche Ausführungszeit signifikant erhöhen. Diese Thesis befasst sich mit der Kombination der beiden gegensätzlichen Anforderungen und zeigt Mechanismen zur Thread-Synchronisation mit einem effizienten Durchschnittsverhalten, ohne jedoch die Vorhersagbarkeit und das Worst-Case-Verhalten zu beeinträchtigen. Diese Thesis untersucht und bewertet den Entwurfsraum von Abkürzungen (engl. fast paths) bei der Umsetzung von typischen blockierenden Synchronisationsmechanismen wie Mutexen, Bedingungsvariablen, Zähl-Semaphoren, Barrieren oder Nachrichtenwarteschlangen. Der Ansatz ist dabei, unnötige Systemaufrufe zu vermeiden. Systemaufrufe haben im Vergleich zu anderen Prozessoroperationen, die im Benutzermodus verfügbar sind, wie z.B. atomaren Operationen, höhere Kosten. Insbesondere erforscht die Thesis Futexe, ein aktuelles Design für blockierende Synchronisationsmechanismen in Linux, welches den konkurrenzfreien Fall der Synchronisierung mithilfe atomarer Operationen im Benutzermodus löst und den Kern nur aufruft, um Threads zu suspendieren und aufzuwecken. Die Thesis untersucht auch nicht-unterbrechbare Monitore mit aktivem Warten. Dort wird ein effizienter Mechanismus mit Prioritätsschranken verwendet, um das sogenannte Lock-Holder-Preemption-Problem ohne Systemaufrufe zu vermeiden. Ebenfalls werden passende niedere Kernprimitive beschrieben, die effiziente Warte- und Benachrichtigungsoperationen ermöglichen. Die Evaluation zeigt, dass die vorgestellten Ansätze die durchschnittliche Leistung vergleichbar zu aktuellen Ansätzen in Linux verbessern. Gleichzeitig zeigt eine Analyse des Worst-Case Zeitverhaltens, dass die Ansätze nur konstante oder begrenzte zeitliche Mehraufwände auf der Ebene des Betriebssystemkerns benötigen. Die Nutzung dieser Abkürzungen ist ein lohnender Ansatz für den Entwurf von Systemen, die nicht nur Echtzeitanforderungen erfüllen, sondern auch Allzweckanwendungen gut unterstützen sollen.