Dynamic texture reconstruction from sparse codes for unusual event detection in crowded scenes

Unusual event detection in crowded scenes remains challenging because of the diversity of events and noise. In this paper, we present a novel approach for unusual event detection via sparse reconstruction of dynamic textures over an overcomplete basis set, with the dynamic texture described by local binary patterns from three orthogonal planes (LBPTOP). The overcomplete basis set is learnt from the training data where only the normal items observed. In the detection process, given a new observation, we compute the sparse coefficients using the Dantzig Selector algorithm which was proposed in the literature of compressed sensing. Then the reconstruction errors are computed, based on which we detect the abnormal items. Our application can be used to detect both local and global abnormal events. We evaluate our algorithm on UCSD Abnormality Datasets for local anomaly detection, which is shown to outperform current state-of-the-art approaches, and we also get promising results for rapid escape detection using the PETS2009 dataset.

That Blackfella Bloodsucka Dance!

"That Blackfella Bloodsucka Dance!" A novel in which a part-blood Aboriginal Australian becomes a full-blood vampire (see the above pdf for the first 50 pages FREE!). Synopsis. In this bold and cheeky meditation on religion, middle-aged muscleman, uncertain Catholic and wanna-be academic Sterling de Bortoli is a self-described Octaroon: a one eighth Aboriginal Australian. Neither black nor white this part-blood Blackfella struggles with concepts of identity, moving between the two worlds but not really belonging to either. Thus he pursues a frustrated, anarchic, homeless existence in Canberra and Melbourne, until, through the influence of the Anti-Christ, his Dark Lord Maria, he travels to Islamic Morocco. It's a land completely foreign to his Dreamtime totem, and it's where de Bortoli learns to be a full-blood vampire ... a monster who never says sorry. ISBN: 978-3-8454-4518-2 Available in hard copy and E-book.

Frock Paper Scissors [annual hard copy fashion magazine editions]

The Frock Paper Scissors magazine (and accompanying web site, www.frockpapersissors.com ) has been the focus of assessment in a Fashion and Style Journalism unit from 2006 to 2011 (current). The research has focused on the ways in which synergies across disciplines can be developed through student engagement on authentic projects (with a public audience). Up to 80 students from the Fashion Design, Journalism, Media Communication, Creative Industries, Business, Creative Writing and Communication Design discipline areas in the Creative Industries Faculty at Queensland University of Technology (QUT) work on the content, production, layout and funding for the Frock Paper Scissors magazine (and web site). Research focusses on how this authentic assessment task has been integrated into the classes; discussing the approaches taken by teaching staff, the challenges faced, and the ways in which student learning outcomes have been improved and their career outcomes enhanced. The final output requires staff to curate a professional hard copy fashion magazine(and website) where 5,000 copies are distributed annually throughout south east Queensland, Sydney, Melbourne, London, New York and Amsterdam.

Bridging the representation and interaction challenges of mobile context-aware computing: designing agile ridesharing

The increasing capability of mobile devices and social networks to gather contextual and social data has led to increased interest in context-aware computing for mobile applications. This paper explores ways of reconciling two different viewpoints of context, representational and interactional, that have arisen respectively from technical and social science perspectives on context-aware computing. Through a case study in agile ridesharing, the importance of dynamic context control, historical context and broader context is discussed. We build upon earlier work that has sought to address the divide by further explicating the problem in the mobile context and expanding on the design approaches.

Part-time job design : symptom and solution for a changing work environment

Part-time work presents a conundrum. Across industrialised countries, there has been significant growth in part-time work as a solution to resolving the diverse interests of employers, workers and families in managing time and resources. However, there are intrinsic disadvantages associated with part-time work; notably with pay and career prospects, which impact the same stakeholders it is intended to benefit. These disadvantages are particularly evident in professional services organisations, due to strong cultural norms of long work hours, single-focused commitment to work and 24x7 availability. There are indications, both in research and practice, that the design of part-time work arrangements could be improved to address some of the disadvantages associated with part-time work, and to challenge norms and dated assumptions that influence the structure of professional work. This study explored the changes made when professional service workers move from a full-time to part-time arrangement. The study drew on a recently proposed framework for work design, which extended previous models to reflect substantial changes in the contemporary work environment. The framework proved to be a useful perspective from which to explore the design of part-time work, principally because it integrated previously disconnected areas of literature and practice through a broader focus on the context of work. Exploration of the differences between part-time and full-time roles, and comparisons between part-time roles in similar types of work, provided insights into the design of professional part-time work. Analysis revealed that having a better understanding of design characteristics may help explain disadvantages associated with professional part-time work, and that some full-time roles can be more easily adapted to part-time arrangements than others. Importantly, comparisons revealed that even roles that are considered difficult to undertake on a part-time basis can potentially be re-designed to be more effective. Through empirical testing of the framework, a contextualised work design model is presented that may guide further research and the practice of crafting part-time arrangements. The findings also suggest that poor work design may lead to the symptoms associated with professional part-time work, and that improved work design may be a potential solution to these structural constraints.

Saving bitrate vs. pleasing users : where is the break-even point in mobile video quality?

This paper presents a comprehensive study to find the most efficient bitrate requirement to deliver mobile video that optimizes bandwidth, while at the same time maintains good user viewing experience. In the study, forty participants were asked to choose the lowest quality video that would still provide for a comfortable and long-term viewing experience, knowing that higher video quality is more expensive and bandwidth intensive. This paper proposes the lowest pleasing bitrates and corresponding encoding parameters for five different content types: cartoon, movie, music, news and sports. It also explores how the lowest pleasing quality is influenced by content type, image resolution, bitrate, and user gender, prior viewing experience, and preference. In addition, it analyzes the trajectory of users’ progression while selecting the lowest pleasing quality. The findings reveal that the lowest bitrate requirement for a pleasing viewing experience is much higher than that of the lowest acceptable quality. Users’ criteria for the lowest pleasing video quality are related to the video’s content features, as well as its usage purpose and the user’s personal preferences. These findings can provide video providers guidance on what quality they should offer to please mobile users.

Expert elicitation into Bayesian networks, Part 1 of 4 : understanding probability

An introduction to elicitation of experts' probabilities, which illustrates common problems with reasoning and how to circumvent them during elicitation.

Expert elicitation into Bayesian networks, part 2 of 4: designing elicitation

An introduction to design of eliciting knowledge from experts.