Multi-scale local pattern co-occurrence matrix for textural image classification

Textural image classification technologies have been extensively explored and widely applied in many areas. It is advantageous to combine both the occurrence and spatial distribution of local patterns to describe a texture. However, most existing state-of-the-art approaches for textural image classification only employ the occurrence histogram of local patterns to describe textures, without considering their co-occurrence information. And they are usually very time-consuming because of the vector quantization involved. Moreover, those feature extraction paradigms are implemented at a single scale. In this paper we propose a novel multi-scale local pattern co-occurrence matrix (MS_LPCM) descriptor to characterize textural images through four major steps. Firstly, Gaussian filtering pyramid preprocessing is employed to obtain multi-scale images; secondly, a local binary pattern (LBP) operator is applied on each textural image to create a LBP image; thirdly, the gray-level co-occurrence matrix (GLCM) is utilized to extract local pattern co-occurrence matrix (LPCM) from LBP images as the features; finally, all LPCM features from the same textural image at different scales are concatenated as the final feature vectors for classification. The experimental results on three benchmark databases in this study have shown a higher classification accuracy and lower computing cost as compared with other state-of-the-art algorithms.

Sisters of the sun

A film about flows of time and language on the Volcanic Plains of Western Victoria. Directed by Simon Wilmot. Produced by Patrick West & Simon Wilmot. Script by Patrick West.

The past has its place in the future. Wombeetch Puyuun is teaching Scottish-born settler Isabella Dawson his aboriginal tongue so that her father, James Dawson, can write his book. But how can language preserve the past in a land where time overwhelms words? Meanwhile, contemporary Australians from the Volcanic Plains of Victoria’s Western District meditate over life in a place of sheep, algae, eels, lava and stars. Susan Cole and Janice Austin, descendents of Isabella and Wombeetch’s people united for the first time, reflect on Wombeetch’s friendship with James, and what it means to be ‘the last of your tribe.’

The event 'Flows and Catchments' was held at the Warrnambool Art Gallery on 2/12/2012.

Sisters of the Sun has also screened at Lake Bolac Eel Festival (March 2014) and Warnambool Art Gallery (Feb 2013)

Click if you like this or occupy as spectacle : situationism and a technological derive

This performative, multi-media lecture re-reads Guy Debord’s book, The Society of the Spectacle (1967) with reference to the global Occupy movement, and the role social media and the Internet play in the facilitation and hindrance of this recent form of political activism. Debord claims that all ‘having’ — that is, all forms of accumulating capital — ‘derives its immediate prestige and its ultimate purpose from appearances’, and that individual reality, which is shaped by social forces, can ‘appear only if it is not actually real (Debord, thesis 18).’ Using the multiple functions and staggering proliferation of various image making technologies used to record and represent OCCUPY actions as a starting point, we respond to Debord’s proposition by examining the ways his analysis of the spectacle both enables and impedes a thorough critique of social media as a spectacular technology par excellence. Part reflective essay, part critical analysis, and part performance, ‘Click if You Like This’ connects various situationist strategies of ‘artistic interference’ — such as the dérive and détournement — with expanded cinema in order to generate a series of questions and provocations about the politics of place, the degradation of social space, networked images and the ubiquity of contemporary ‘spectacular’ technologies, which have colonized all forms of everyday life. This presentation questions whether contemporary forms and strategies of interference are the same as their historical precedents.

A/r/tography and place ontology

Through lived experience, I learn how my education, life habits, changing abodes, and different career trajectories are intertwined with my identity and place. A/r/tography is a way of exploring these interconnections through reflexive practice as a visual artist, creative arts therapist, art educator, and researcher. Knowledge emerges from contemplating my artistic practice, my art education, the drawings of clients who participate in my creative art therapy sessions, and the work of students who attend my art classes, from which I contemplate early art images as shapes or figurative forms floating on the page. This paper asserts that creative art therapists are able to use the creative-artistic processes of living inquiry found in a/r/tography to make connections between identity and place.

Dossier Chris Marker : the suffering image

Dossier Chris Marker: The Suffering Image is a study of a late-modern chiasmus, impersonal-personal agency, as it comes to expression in the works of French artist and filmmaker, Chris Marker, as the dynamic interplay of political and subjective agency. As chiasmus, the complementary halves of this often-apocalyptic dynamis (a semi-catastrophic, temporal or historical force-field) also – arguably – secretly agree to meet, through the work of art, in the futural. Consistent with the classical figure of concordia discors, these irreducible warring aspects of life experience are, in fact, resolved in an atemporal and ahistorical moment that inhabits the work of art from its inception. This redemptive aspect in art is also the ultimate gesture of the artwork as “mask” or “screen” for forces that reside beyond the frame of the image or work, as its proverbial Other, or within the frame, as other to that Other. A topological “knot,” or ontological “problem,” it is this very conflict that animates all of Marker’s extensive works – filmic and otherwise.

Making visible the invisible act of doping

This paper describes the construction of the visual space of surveillance by the global anti-doping apparatus, it is a space inhabited daily by professional cyclists. Two principal mechanisms of this apparatus will be discussed—the Whereabouts System and the Biological Passport; in order to illustrate how this space is constructed and how it visualises the invisible act of doping. These mechanisms act to supervise and govern the professional cyclist and work to classify them as either clean or dirty in terms of the use of prohibited doping substances or methods. Contrary to the analysis of liberal anti-doping scholars such as Hanstad, Loland and Møller this paper argues that Foucault’s Panopticon paradigm is a useful tool for the analysis of this apparatus. The Whereabouts System and Biological Passport are the instruments by which the anti-doping apparatus intensifies the construction of the space of surveillance in professional sport. This space of surveillance not only locates and makes visible the physical location of each individual cyclist, but it also makes visible their internal bodily functions, in this case the composition and the fluctuations of the composition of their blood. In making the cyclist visible the instruments do not allow the cause of doping, or the event of doping to be known or observed. Rather what they do is cast the body in terms of abnormalities of time, place or blood. In the case of an abnormality of the cyclist’s blood, the cause itself cannot be identified with any certainty, all that is made visible is a suggestion, or a probability, that doping may have occurred. The ultimate effects are twofold—an internalisation and continual monitoring of one’s self as well as by the authorities, and a radical change in the nature and the definition of the offence of doping. No longer is it positive evidence of doping that is punishable, but what becomes punishable is an abnormality, in the cyclist’s location, or their body, which suggests a probability that the invisible act of doping may have occurred. In the course of this process accepted manners of proving an offence by the use of scientific evidence and expert commentary are transformed. The Whereabouts System and the Biological Passport open up a new manner in which the invisible can be visualised. Through the discourse and the attendant commentary of the expert a new alliance between doping and the law is constructed. The result is a redistribution of the way in which the law visualises and treats the symptoms (the signifier) and the signified act of doping. The Whereabouts System and Biological Passport are the instruments by which the anti-doping apparatus intensifies the construction of the space of surveillance in professional sport. This space of surveillance not only locates and makes visible the physical location of each individual cyclist, but it also makes visible their internal bodily functions, in this case the composition and the fluctuations of the composition of their blood. In making the cyclist visible the instruments do not allow the cause of doping, or the event of doping to be known or observed. Rather what they do is cast the body in terms of abnormalities of time, place or blood. In the case of an abnormality of the cyclists’s blood, the cause itself cannot be identified with any certainty, all that is made visible is a suggestion, or a probability, that doping may have occurred. The ultimate effects are twofold—an internalisation and continual monitoring of one’s self as well as by the authorities, and a radical change in the nature and the definition of the offence of doping. No longer is it positive evidence of doping that is punishable, but what becomes punishable is an abnormality, in the cyclist’s location, or their body, which suggests a probability that the invisible act of doping may have occurred. In the course of this process accepted manners of proving an offence by the use of scientific evidence and expert commentary are transformed. The Whereabouts System and the Biological Passport open up a new manner in which the invisible can be visualised. Through the discourse and the attendant commentary of the expert a new alliance between doping and the law is constructed. The result is a redistribution of the way in which the law visualises and treats the symptoms (the signifier) and the signified act of doping.

Community music making in Australia : creating, improvising and performing at the 2012 Lake Bolac Eel Festival

Lake Bolac is a freshwater lake, resulting from one of the volcanic eruptions in the Western district of regional Victoria (Australia). There is an annual migration of eels to it and they have been a local indigenous food source for very many years. Since 2004 there has been a festival to celebrate this event culminating at the Lake Bolac Eel Festival (LBEF). Since 2012, the festival included creative art works and a music workshop by academics from Deakin University (Melbourne, Australia) as a regional partnership with Lake Bolac. The opportunity to exhibit, workshop and perform works as academics and practitioners brought the community together where both contemporary and traditional arts can be preserved, protected and promoted. My paper forms part of a larger creative research project called Flows and Catchments at Deakin University which started in 2011. My study situates itself in creative music making and soundscape within the larger project.

Sense of place in urban natural landscapes

Landscape perception from the cultural ecology perspective can help us understand what urban natural landscapes mean to people from different cultures, and how they make sense of place through landscape experience. While there are key anthropological studies on culture and environment, there is not extensive literature about how post-war and more recent immigrants appropriate, use and perceive natural environments? And do migrants' culture and experience of nature in their previous places of dwelling affect their perception and experience in a new landscape? In a global world conditioned by mobility, it may be important to understand the factors that affect immigrants' perception of place and the phenomenon of the sense of belonging as mediated by their approach to nature. This paper explores the experience of migration in relation to urban natural landscapes, and studies the role of natural environments in their place making and identity.

An Iranian migrant mother's production of selves through her family photograph collection

In researching migrant identities, visual methodology offers much promise and yet there is a marked lack of recent research that makes use of visual methods. Previous studies of migrant identities have privileged verbal representations of identities. Gillian Rose's (2010) work with mothers and their family photographs in the United Kingdom, in which she describes the role of family photographs in both producing social subject positions and in maintaining family togetherness across distances, is a useful model for research into the construction and negotiation of migrant identities.

The literature on family photography suggests that it is usually the woman/mother who takes on the role of making the family photograph album; of narrating the family's story (Rose, 2010; Holland, 2009; 1991; Chambers, 2003). The family photograph collection, together with the participant's interwoven verbal interpretation, is a particularly relevant data source for use in identity research as there is the potential for key themes of place, mobilities and space to be explored at new depth and from a feminist perspective.

This paper will report on an ethics approved study of one Iranian migrant mother and her family photograph collection, focusing on her representation of the identities and subjectivities of herself and her children through photographs taken following migration to Australia. The paper will consider the participant's family photographs as both visual objects and visual-verbal narratives produced within historically and culturally situated discourses. It will explore how photographs and oral interpretations cohere to enable migrant mothers to re/produce selves. The paper will examine the production of subject positions specifically in relation to place, mobilities and space.

The research is situated within critical visual ethnography and is informed by a reflexive feminist approach. The meaning making of the photographs under study will be explored at the sites of production, image, and audience. The combined visual-verbal methods used in this study aim to provide a new contribution to the literature on migrant identities and form the basis of a scaled up research design of a larger cohort of mothers.

Learning sparse latent representation and distance metric for image retrieval

The performance of image retrieval depends critically on the semantic representation and the distance function used to estimate the similarity of two images. A good representation should integrate multiple visual and textual (e.g., tag) features and offer a step closer to the true semantics of interest (e.g., concepts). As the distance function operates on the representation, they are interdependent, and thus should be addressed at the same time. We propose a probabilistic solution to learn both the representation from multiple feature types and modalities and the distance metric from data. The learning is regularised so that the learned representation and information-theoretic metric will (i) preserve the regularities of the visual/textual spaces, (ii) enhance structured sparsity, (iii) encourage small intra-concept distances, and (iv) keep inter-concept images separated. We demonstrate the capacity of our method on the NUS-WIDE data. For the well-studied 13 animal subset, our method outperforms state-of-the-art rivals. On the subset of single-concept images, we gain 79:5% improvement over the standard nearest neighbours approach on the MAP score, and 45.7% on the NDCG.

Illumination-invariant face recognition from a single image across extreme pose using a dual dimension AAM ensemble in the thermal infrared spectrum

Over the course of the last decade, infrared (IR) and particularly thermal IR imaging based face recognition has emerged as a promising complement to conventional, visible spectrum based approaches which continue to struggle when applied in practice. While inherently insensitive to visible spectrum illumination changes, IR data introduces specific challenges of its own, most notably sensitivity to factors which affect facial heat emission patterns, e.g. emotional state, ambient temperature, and alcohol intake. In addition, facial expression and pose changes are more difficult to correct in IR images because they are less rich in high frequency detail which is an important cue for fitting any deformable model. In this paper we describe a novel method which addresses these major challenges. Specifically, when comparing two thermal IR images of faces, we mutually normalize their poses and facial expressions by using an active appearance model (AAM) to generate synthetic images of the two faces with a neutral facial expression and in the same view (the average of the two input views). This is achieved by piecewise affine warping which follows AAM fitting. A major contribution of our work is the use of an AAM ensemble in which each AAM is specialized to a particular range of poses and a particular region of the thermal IR face space. Combined with the contributions from our previous work which addressed the problem of reliable AAM fitting in the thermal IR spectrum, and the development of a person-specific representation robust to transient changes in the pattern of facial temperature emissions, the proposed ensemble framework accurately matches faces across the full range of yaw from frontal to profile, even in the presence of scale variation (e.g. due to the varying distance of a subject from the camera). The effectiveness of the proposed approach is demonstrated on the largest public database of thermal IR images of faces and a newly acquired data set of thermal IR motion videos. Our approach achieved perfect recognition performance on both data sets, significantly outperforming the current state of the art methods even when they are trained with multiple images spanning a range of head views.

Global positioning systems : altered representations of place

Global Positioning Systems: altered representations of place, presents an exegesis from the practice led research submitted for the degree of Master of Fine Art at the Victorian College of the Arts. The thesis proposes a particular understanding of altered states of consciousness that is relevant to my practice.  This is outlined by Charles Tart and supported by the Altered States of Consciousness Consortium and explores a psycho-aesthetic experiences and does not involved transcendental states or spiritual associations. These experiences are transformed by an exhaustive application of digital technologies, where mosaic-like complexity emerges that induces sustained disorientation and surrounds a viewer in an immersive space.

Global positioning systems: altered representations of place

Solo exhibition of Master of Fine Art practice