Face recognition with image sets using manifold density divergence

In many automatic face recognition applications, a set of a person's face images is available rather than a single image. In this paper, we describe a novel method for face recognition using image sets. We propose a flexible, semi-parametric model for learning probability densities confined to highly non-linear but intrinsically low-dimensional manifolds. The model leads to a statistical formulation of the recognition problem in terms of minimizing the divergence between densities estimated on these manifolds. The proposed method is evaluated on a large data set, acquired in realistic imaging conditions with severe illumination variation. Our algorithm is shown to match the best and outperform other state-of-the-art algorithms in the literature, achieving 94% recognition rate on average.

The everyday image: reproduction and participation

An exhibition of five small paintings and seven lithographs that explore images of images of the everyday, the gaze and voyeurism. Chicago Art Department, Pilsen, Chicago.

Locally sparsified compressive sensing for improved MR image qualtity

The fact that medical images have redundant information is exploited by researchers for faster image acquisition. Sample set or number of measurements were reduced in order to achieve rapid imaging. However, due to inadequate sampling, noise artefacts are inevitable in Compressive Sensing (CS) MRI. CS utilizes the transform sparsity of MR images to regenerate images from under sampled data. Locally sparsified Compressed Sensing is an extension of simple CS. It localises sparsity constraints for sub-regions rather than using a global constraint. This paper, presents a framework to use local CS for improving image quality without increasing sampling rate or without making the acquisition process any slower. This was achieved by exploiting local constraints. Localising image into independent sub-regions allows different sampling rates within image. Energy distribution of MR images is not even and most of noise occurs due to under-sampling in high energy regions. By sampling sub-regions based on energy distribution, noise artefacts can be minimized. Experiments were done using the proposed technique. Results were compared with global CS and summarized in this paper.

Ghost muscle: stonewalling teams past and present

An imaginative arts project inspired by the Volcanic Plains region of Western Victoria will be showcased in Warrnambool this week where participants will also be able to experience the art of dry stone walling. The aim is to imagine the life of the stones and to re-perform and experience what it might have been like to work alongside a team of stonewallers from the late 1800's out in the fields producing about 30 meters of wall per day. This imaginary archaeology provides lesson in the doing of our ongoing relationship to the land and to place and place-making.

Souvenirs of the senses: collaborative and cross-artform makings

Souvenir hunters are often limited in their selection of souvenirs to objects that evoke an iconic and/or generic relationship to place. For example, a small-scale replica of the Eiffel Tower might substitute for a whole range of other more personal responses to the sensory experience of being in Paris. This paper reports on a collaborative and cross-artform five-day workshop, “Souvenirs of the Senses”, conducted in Qatar in early 2013 as part of Tasmeem Doha: Hybrid Making, a biennial international art and design conference. Two of the three workshop leaders, Patrick West and Jondi Keane, were Australian-based visitors whereas workshop leader Valerie Jeremijenko is permanently based in Qatar. There were five workshop participants from a diverse range of international and Qatari backgrounds. One of the conference themes, “Made in Qatar”, heightened our attention to what it means to be spending time in, and making things in, one place as opposed to any other place. What did it mean to be making something in a country where so many things have to be imported? Building on this line of thought, the second conference theme, “Hybrid Making”, suggested possibilities for undoing traditional modes of souvenir making as part of the creation of more complex objects that might be sutured to the singular experiences of place that happen when a.) established regimes of tourism are disrupted, and b.) experiences of place are curated via a focused awareness of the operations of the senses as sustained within our collaborative, cross-artform workshop environment. What attracts our attention is how objects ripe for “souveniring”, when they are considered as perceptual systems, suggest new ways of experimenting with the fabrication of objects and of artistic and individual relationships to place, and further, how hybrid souvenirs affect the way in which a place is re-membered (put together) and re-made in memory.

Image reduction operators based on non-monotonic averaging functions

Image reduction is a crucial task in image processing, underpinning many practical applications. This work proposes novel image reduction operators based on non-monotonic averaging aggregation functions. The technique of penalty function minimisation is used to derive a novel mode-like estimator capable of identifying the most appropriate pixel value for representing a subset of the original image. Performance of this aggregation function and several traditional robust estimators of location are objectively assessed by applying image reduction within a facial recognition task. The FERET evaluation protocol is applied to confirm that these non-monotonic functions are able to sustain task performance compared to recognition using nonreduced images, as well as significantly improve performance on query images corrupted by noise. These results extend the state of the art in image reduction based on aggregation functions and provide a basis for efficiency and accuracy improvements in practical computer vision applications.

The experience of Singapore in raising awareness of natural and cultural resources

The city-state of Singapore has a major role in the urban development. Majority of the innovative projects are initiated by the government agencies. For this paper, I would like to highlight the two distinct themes of innovation that, I believe preoccupied the authority for its urban issues, they are innovation which concern nature and culture. Land in Singapore is scarce. Natural resources are strictly protected. At the same time they are challenged to return the maximum benefit to their own population. The water catchment area and the prime forest on the whole island is the most valuable natural resources to be preserved. The paper will demonstrate how Singapore challenges with its own resources (water and greenery) in which the holistic planning around these themes become more than just spaces of protection but integrated with the public space system and turned into more valuable spaces for the well being of its population. The second theme is the issue related to culture. Singapore's economy is the most advance compare to other Southeast Asian countries, however when it comes to culture and identity, the city state struggles with the over constructed image of branding Singapore's culture. The paper will discuss several examples around the theme of arts and culture, how the city state bench-mark itself with the world class cities. It is one of the most challenging topic in urban planning and policy making. It is worth discussing on its success and failure. We can learn form Singapore that innovation at the level of policy maker can be achieved in some urban aspects such as the management of natural resources and urban design projects related to it. However when it comes to the issue related to art and culture, the top down policy alone cannot assure the achievement of city's identity as it aspired. Tracing the historical development of the environmental and cultural policies of Singapore the paper intends to study and analyze various case studies reflecting these attempts of natural and cultural instillation. In the process of comparison of these two drastically contrasting actors and approaches, the paper will argue that it has mostly been driven by economic aims, and careful thought. The results have been limited and restrictive. Further arguing that 'creativity' is the essential factor of arts and culture, it evaluates the authenticity and the ultimate implications on cultural spirit.

'Shadow-lands' : the suffering image

"Folio X documents the exhibition '"Shadow-lands': the suffering image" held at Dennys Lascelles Exhibition Gallery, Alfred Deakin Prime Ministerial Library, Deakin University, Waterfront Campus, Geelong, Victoria, Australia, April 18-May 18, 2012. The project was part and parcel of the author's PhD study, "Visual agency in art and architecture" .... and an experimental representation of the values embedded in the photography and film-essays of Chris Marker..."

Pre-service visual art teachers’ perceptions of assessment in online learning

This paper reports on a study conducted into how one cohort of Master of Teaching pre-service visual art teachers perceived their learning in a fully online learning environment. Located in an Australian urban university, this qualitative study provided insights into a number of areas associated with higher education online learning, including that of assessment, the focus of this paper. Authentic assessment tasks were designed within the University’s learning and teaching framework of constructive alignment and were sequenced across the three semesters of the visual art program. Analysis of data collected through a questionnaire and semi-structured interviews revealed that participants largely held very positive attitudes about the suite of online assessment tasks, particularly in light of (a) the collaborative learning that took place, (b) the nature, structure and sequence of the tasks, and (c) the ways in which the tasks contributed to their workplace readiness.

Making student experts within a flipped mechatronics class

The flipped classroom is used to place emphasis on the student, by allowing the students to do their own research which can be applied in the classroom. This may beable to be taken to one extreme by allocating each student an area of expertise that all the other students can approach them about. This has be tried in a fourth year Project Orientated, Design Based Learning (PODBL) class.

Street art : Mirror reflections on and meshing with urban agriculture

Street Art: Mirror Reflections on urban AgricultureThis chapter will look at the way socio-political commentary exists in street art and how it has tended in recent times to be displayed overlooking community urban gardens. The urgency with which inner suburban councils in Melbourne Australia have dedicated themselves to carving out recreational spaces is a reflection on the expectations of multi-cultural groups whose culture incorporates the growth of vegetable and fruits close to their place of residence. Street art, famous for its commentary on urban ugliness, has integrated its philosophy and aesthetics, along side notable community gardens in Melbourne. The images incorporate the aims of urban agriculture whilst often simultaneously critiquing the alienation of the urban dweller cut so relentlessly from the means of growing food and from accessing land that might produce it. Community gardens in the twenty-first century go some way to reversing a state of being in which ‘workers’ were alienated from the source of their labor and their survival. This chapter will also probe the extent to which street art in the inner laneways of Melbourne incorporate in to their designs fauna and flora. This reference to all that is organic in environments devoid of vegetation draws attention not only to that absence but also for the need to address it. This work will therefore deal with two interrelating themes: 1. Street art that complements community gardens; 2. Street art that engages with agricultural imagery and images of fauna and flora with the aim of subverting the continual growth of unregulated concrete jungles. The chapter will be informed by interviews with well known Australian street artists and will also explore the work they have done in Paris, Jamaica, London and Miami on both themes stipulated above.

Community music-making in regional Australia: creating, improvising and performing at a festival

Community arts in Australia, as in many other countries, continue to permeate society, illuminating the past and shaping the future. This article situates itself as an aspect of community music through creative music-making within a larger research project that started at Deakin University (DU) (Melbourne, Australia) in 2011 called ‘Flows and Catchments’. Through the lens of creative arts and music-making, I argue that community partnerships between local communities and tertiary institutions are a fertile ground to celebrate arts practice where the cultural and artistic life of the community is promoted, fostering respect and understanding between indigenous and non-indigenous peoples. In 2012, I presented a music workshop at the 8th Annual Lake Bolac Eel Festival (LBEF) in Western Victoria. Using the African term Masakhane, which means ‘let us build together’, I provide a snapshot of my experience through journaling and anecdotal feedback as I reflect in and on the teaching and learning episode of the volcanic composition. The community partnership between DU (academics in an urban space) and the LBEF (local community in a regional place) provided an opportunity for people of all ages to engage, explore and experience music-making collectively in a social context. As a tertiary music educator, I propose more pathways being established with regional communities in order to deepen the knowledge and understanding of them; schools, communities, artists, academics and tertiary students can form cultural synergies in place-based settings like those of festivals.

Anthology

This research is a practice led investigation of large-scale site specific performance installation works that respond to local and historical trauma, place making, and belonging for communities and audiences. The research is part of an ongoing PhD which is primarily questioning how layers of history and lived experience manifest or ‘imprint’ upon natural landscapes and urban sites using the driving concepts of landscape, archaeology, and community immersion to inform the practice. The site of the primary research investigation was Anthology www.anthology.net.au- a major site-specific theatrical journey through Westlake, now known as Stirling Park – Ngunawal land, a traditional pathway and the site of one of the camps created to house the workers building the new city of Canberra. Tents and a hall were erected followed by 61 cottages built in 1923, for married tradesmen building the infrastructure for the new Federal Capital of Australia. These families lived at Westlake for 50 years until the 1960’s when the families were relocated, the houses sold and removed. A community demolished. Westlake is now parkland (and prime real estate), nestled between the lake and the Embassies of Yarralumla. The event took place between 26th November and the 6th December 2014. The performance installation was created and produced over a 3-year period with $45,000.00 in funding provided by ArtsACT and the Centenary of Canberra. Anthology alluded to the power of immersive, site-sympathetic performance as a regenerative force for communities right now. What lies in wait for artists in sites, in places…to be uncovered…with its final form revealed through careful excavation? Anthology centralised rituals of remembrance and the importance of place as vital to the restoration and regeneration of community through processing and transcending what has been lost, hidden, suppressed or in the case of Westlake or Stirling Park ‘vanished’.