InsetGAN for Full-Body Image Generation

While GANs can produce photo-realistic images in ideal conditions for certain domains, the generation of full-body human images remains difficult due to the diversity of identities, hairstyles, clothing, and the variance in pose. In-stead of modeling this complex domain with a single GAN, we propose a novel method to combine multiple pretrained GANs, where one GAN generates a global canvas (e.g., human body) and a set of specialized GANs, or insets, focus on different parts (e.g., faces, shoes) that can be seamlessly inserted onto the global canvas. We model the problem as jointly exploring the respective latent spaces such that the generated images can be combined, by inserting the parts from the specialized generators onto the global canvas, without introducing seams. We demonstrate the setup by combining a full body GAN with a dedicated high-quality face GAN to produce plausible-looking humans. We evalu-ate our results with quantitative metrics and user studies

FrankenGAN: guided detail synthesis for building mass models using style-synchonized GANs

Coarse building mass models are now routinely generated at scales ranging from individual buildings to whole cities. Such models can be abstracted from raw measurements, generated procedurally, or created manually. However, these models typically lack any meaningful geometric or texture details, making them unsuitable for direct display. We introduce the problem of automatically and realistically decorating such models by adding semantically consistent geometric details and textures. Building on the recent success of generative adversarial networks (GANs), we propose FrankenGAN, a cascade of GANs that creates plausible details across multiple scales over large neighborhoods. The various GANs are synchronized to produce consistent style distributions over buildings and neighborhoods. We provide the user with direct control over the variability of the output. We allow him/her to interactively specify the style via images and manipulate style-adapted sliders to control style variability. We test our system on several large-scale examples. The generated outputs are qualitatively evaluated via a set of perceptual studies and are found to be realistic, semantically plausible, and consistent in style

Interest Groups, NGOs or Civil Society Organisations? The Framing of Non-State Actors in the EU

Scholars have used varying terminology for describing non-state entities seeking to influence public policy or work with the EU’s institutions. This paper argues that the use of this terminology is not and should not be random, as different ‘frames’ come with different normative visions about the role(s) of these entities in EU democracy. A novel bibliometric analysis of 780 academic publications between 1992 and 2020 reveals that three frames stand out: The interest group frame, the NGO frame, as well as the civil society organisation frame; a number of publications also use multiple frames. This article reveals the specific democratic visions contained in these frames, including a pluralist view for interest groups; a governance view for NGOs as ‘third sector’ organisations, and participatory and deliberative democracy contributions for civil society organisations. The use of these frames has dynamically changed over time, with ‘interest groups’ on the rise. The results demonstrate the shifting focus of studies on non-state actors in the EU and consolidation within the sub-field; the original visions of European policy-makers emerging from the 2001 White Paper on governance may only partially come true

Interest groups in multiple streams:specifying their involvement in the framework

Although interests inhabit a central place in the multiple streams framework (MSF), interest groups have played only a minor role in theoretical and empirical studies until now. In Kingdon’s original conception, organized interests are a key variable in the politics stream. Revisiting Kingdon’s concept with a particular focus on interest groups and their activities—in different streams and at various levels—in the policy process, we take this argument further. In particular, we argue that specifying groups’ roles in other streams adds value to the explanatory power of the framework. To do this, we look at how interest groups affect problems, policies, and politics. The influence of interest groups within the streams is explained by linking the MSF with literature on interest intermediation. We show that depending on the number of conditions and their activity level, interest groups can be involved in all three streams. We illustrate this in case studies reviewing labor market policies in Germany and chemicals regulation at the European level

Smoke with Fire: Financial Crises and the Demand for Parliamentary Oversight in the European Union.

The handling of the 2008 financial crisis has reinforced the conviction that the European Union (EU) is undemocratic and that member states are forced to delegate overwhelming power to a supranational technocracy. However, European countries have engaged with this alleged power drift differently, with only a few member states demanding more parliamentary scrutiny of EU institutions. This article develops a political economy explanation for why only some states have enforced mechanisms to monitor the EU more closely. Our theory focuses on the role of the crisis and the impact of fiscal autonomy in countries outside and inside currency arrangements such as the European Economic and Monetary Union (EMU). We argue that, in the aftermath of a severe economic shock, member states outside the EMU possess more monetary and fiscal resources to handle the crisis. These would then demand oversight of EU decision-making if their fiscal sustainability depends on the Union. By contrast, Eurozone states that need policy changes cannot address the crisis independently or initiate reforms to scrutinize the EU. Hence, we argue that during the heated moments of severe economic downturns, parliaments in Eurozone countries discuss supranational supervision rarely. As these legislatures have nevertheless to give in to the popular demand for EU control, they express support for more EU supervision in the infrequent times of debate. We provide evidence for our theory with a cross-national analysis of EU oversight institutions, and a new original dataset of parliamentary debates during the Eurozone crisis. Our findings highlight the political consequences that financial nosedives have across the diverse membership of a supranational organization

Wettbewerb und Regulierung

Wettbewerb und Regulierung werfen sowohl aus einer wirtschafts- als auch aus einer politikwissenschaftlichen Perspektive interessante Fragestellungen auf und haben daher in beiden Disziplinen umfangreiche Beachtung gefunden. Der vorliegende Beitrag gibt eine Übersicht über beide Herangehensweisen. Dabei wer-den zunächst die grundlegenden Unterschiede und Gemeinsamkeiten offengelegt (Abschnitt 2), bevor die disziplinären Schwerpunkte in der Analyse vorgestellt, und aus Sicht der jeweils anderen Disziplin kommentiert werden (Abschnitte 3 und 4). Wir kommen zu dem Ergebnis, dass beide Sichtweisen in erster Linie komplementär sind und sich gegenseitig befruchten können

Robust image analysis with sparse representation on quantized visual features

10.1109/TIP.2012.2219543IEEE Transactions on Image Processing223860-871IIPR

Augustine's Historiographical method

Originally written to defend the church against charges of being responsible for the destruction of the city of Rome in 410 CE, Augustine’s City of God has come to stand as a monument to theological reflection on the history of God’s creation. Although not primarily a historian, Augustine made a significant contribu-tion to the study of Christian history. He raises Scripture to be-come the source of the meaning of history and defines the only true history as sacred history. This article considers Augus¬tine’s critique of the Catholic Church, the meaning of history, the origins of the City of God, Augustine’s views on philosophy and theology history, and the prophetic nature of biblical his-tory