303,091 research outputs found

    Deep Cross-Modal Audio-Visual Generation

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    Cross-modal audio-visual perception has been a long-lasting topic in psychology and neurology, and various studies have discovered strong correlations in human perception of auditory and visual stimuli. Despite works in computational multimodal modeling, the problem of cross-modal audio-visual generation has not been systematically studied in the literature. In this paper, we make the first attempt to solve this cross-modal generation problem leveraging the power of deep generative adversarial training. Specifically, we use conditional generative adversarial networks to achieve cross-modal audio-visual generation of musical performances. We explore different encoding methods for audio and visual signals, and work on two scenarios: instrument-oriented generation and pose-oriented generation. Being the first to explore this new problem, we compose two new datasets with pairs of images and sounds of musical performances of different instruments. Our experiments using both classification and human evaluations demonstrate that our model has the ability to generate one modality, i.e., audio/visual, from the other modality, i.e., visual/audio, to a good extent. Our experiments on various design choices along with the datasets will facilitate future research in this new problem space

    Shaping a Healthier Generation: Healthy Kids, Healthy America State Profiles of Progress

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    Profiles states' efforts to advance childhood obesity prevention at the state level through childcare settings, policy prioritization, and school-based activities. Presents case studies of strategies, partnerships, and tools for coordinating policies

    Second Wind: Workers, Retirement, and Social Security

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    In this report, Second Wind: Workers, Retirement, and Social Security, we hear from American workers about how they view retirement in our new economy, what they hope for -- and what they fear. Workers describe a vision that is not the work-free retirement for which their parents long. Rather, it is a work-filled retirement focused on fulfilling personal goals and contributing to the economy and to society. The survey finds that workers expect little support or help from government or employers in surmounting the barriers they face to their vision of a successful retirement. Workers express tepid support for corporate pension and retirement plans, and little confidence in Social Security and Medicare. In evaluating the Presidential candidates and their positions on Social Security and retirement, workers are remarkably unimpressed. Still, while Americans are willing to go it alone into old age, they hold out hope for change, for government and employers to step up their efforts to address the needs and desires of an aging workforce

    Faith in Action: Using Interfaith Coalitions to Support Voluntary Caregiving Efforts

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    Funded by The Robert Wood Johnson Foundation, Faith in Action gives small grants to programs that provide informal care for those with chronic physical or mental disabilities. Program services are provided by volunteers, and programs are supported by coalitions involving diverse religious congregations and community-based agencies. This report presents findings from a national survey of 787 Faith in Action programs funded during the 1990s; it highlights their organizational practices, successes and challenges. It also outlines the practices linked with program survival, which include hiring directors with experience in key areas, implementing volunteer training and at least quarterly supervision, involving collaborators in fundraising and volunteer recruitment, and providing diverse services
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