Horror film genre typing and scene labeling via audio analysis

We examine localised sound energy patterns, or events, that we associate with high level affect experienced with films. The study of sound energy events in conjunction with their intended affect enable the analysis of film at a higher conceptual level, such as genre. The various affect/emotional responses we investigate in this paper are brought about by well established patterns of sound energy dynamics employed in audio tracks of horror films. This allows the examination of the thematic content of the films in relation to horror elements. We analyse the frequency of sound energy and affect events at a film level as well as at a scene level, and propose measures indicative of the film genre and scene content. Using 4 horror, and 2 non-horror movies as experimental data we establish a correlation between the sound energy event types and horrific thematic content within film, thus enabling an automated mechanism for genre typing and scene content labeling in film.

Automated film rhythm extraction for scene analysis

This paper examines film rhythm, an important expressive element in motion pictures, based on our ongoing study to exploit film grammar as a broad computational framework for the task of automated film and video understanding. Of the many, more or less elusive, narrative devices contributing to film rhythm, this paper discusses motion characteristics that form the basis of our analysis, and presents novel computational models for extracting rhythmic patterns induced through a perception of motion. In our rhythm model, motion behaviour is classified as being either nonexistent, fluid or staccato for a given shot. Shot neighbourhoods in movies are then grouped by proportional makeup of these motion behavioural classes to yield seven high-level rhythmic arrangements that prove to be adept at indicating likely scene content (e.g. dialogue or chase sequence) in our experiments. Underlying causes for this level of codification in our approach are postulated from film grammar, and are accompanied by detailed demonstration from real movies for the purposes of clarification.

Detecting indexical signs in film audio for scene interpretation

In this paper, we study the sound tracks in films and their indexical semiotic usage by developing a classification system that detects complex sound scenes and their constituent sound events in cinema. We investigate two main issues in this paper: Determination of what constitutes the presence of a high level sound scene and inferences about the thematic content of the scene that can be drawn from this presence, and classification of environmental sounds in the audio track of the scene, to assist in the automatic detection of the high level scene. Experiments with our classification system on pure sounds resulted in a correct event classification rate of 88.9%. When the audio content of a number of film scenes was examined, though a lower accuracy resulted with sound event detection due to the presence of mixed sounds, the film audio samples were generally classified with the correct high-level sound scene label, enabling correct inferences about the story content of the scenes.

Toka boot/the big jam : making music in rural East Timor

This article discusses a community music project in rural East Timor. Australian musician Gillian Howell lived for three months in the isolated town of Lospalos as an Asialink artist-in-residence, where she worked with local community members and visiting Australian musicians to share music and ideas, and to communicate across cultures. Three activities are described in detail: a songwriting project, a large-scale community music event and a series of informal jam sessions, particularly with respect to the context, teaching and learning models used. An evaluation of the impact of the project on participants, other community members and visiting musicians, indicated that stakeholders valued the project highly for a range of different reasons. These included fun and enjoyment, maintenance of cultural heritage, creative expression, English language learning and cross-cultural exchange. Learnings and recommendations for future similar cross-cultural collaborations include the value of integrating local music traditions with new participatory arts approaches.

Internationalising the curriculum : building intercultural understandings through music

This article reports of the power (influence) of music to develop intercultural understandings to better internationalise the curriculum. It argues that through internationalisation, we learn more about other people’s cultures hence, by providing an international/intercultural dimension into the teaching unit of ‘Discovering Music A’, tertiary students at Deakin University have opportunities to experience, investigate and participate in a different music and culture. Using the metaphor of the ‘talking drum’, this article reports through anecdotal notes, observations, journaling and student evaluation, how a different music, like that of Africa, communicates and promotes intercultural dialogue in a social and learning environment. The 2011 cohort included both international and local students from the Faculty of Arts and Education, Health and Business and Law, opening up a broad range of international dialogue in which all students in the cohort had a voice for expressing themselves about another culture and its music. I contend that the inclusion of a new and different music in the Bachelor of Education (Primary) curriculum and as an elective unit across all faculties provides a pathway for intercultural dialogue and understanding. As tertiary educators by internationalising the curriculum and through the process of reflection, observation and student feedback, we are able to make meaning around our practice and adapt our practice. I argue that units like Discovering Music A are an effective and useful dais to address cultural diversity and build intercultural relations and understandings in our tertiary courses.

So much more than just the music : Australian pre-service music teacher education students’ attitudes to artists-in-schools

Contemporary Australia is a country of ongoing migration and increasing cultural diversity which is reflected in its arts practices. This article considers the views held by Australian pre-service music education student teachers and their tertiary music educators about their perceptions concerning artists-in-schools programs in school music. This discussion reports on data collected for a study undertaken in Melbourne, Victoria, Intercultural Understandings of Pre-Service Music Education Students (2005–2009). Fifty-three interviews were analyzed using interpretative phenomenological analysis. The findings provide insight into teachers’ recognition of the need for artists-in-schools programs. In particular the ways in which teachers can link theory to practice, fill in omissions in their own knowledge, skills and understandings, and heighten student understandings of multicultural musics. The promotion and provision of multicultural music education is essential at all levels of education. This can be achieved by the inclusion of diverse culture bearers, artists-in-schools, and community engagement to work with both teachers and their students.

The high seas (C’s) of music piracy in information systems : cost, convenience and choice

Systems and technologies used for unauthorised file sharing have received little attention in the Information Systems literature. This paper attempts to fill this gap by presenting a critical, qualitative study on the motivations for using unauthorised file sharing systems. Based on 30 interviews with music consumers, musicians, and the music industry, this paper reports on the decision of music consumers to ‘pirate or purchase’. This paper highlights file sharing from multiple perspectives of users, musicians, and representatives from the music recording industry. Three main themes emerged on the cost, convenience and choice as motivators for unauthorised file sharing.

Fear of music : sounded poetry and the poetry soundtrack

This essay proposes the term ‘poetry soundtrack’ for a form of sounded poetry that I have been practising for some years (examples of which can be found in this issue of Axon). The poetry soundtrack is a sonic object made up of original poetry, music, and sound design. Such a form is now being produced—under various names—by numerous poets, thanks to the development of the Digital Audio Workstation (or DAW). In my essay, I argue that the poetry soundtrack has occupied an aesthetic no man’s land between avant-garde ‘sound poetry’ and documentary-style recordings of poetry readings. I propose that a general ‘fear of music’ has led critics to favour such forms, and concomitantly to ignore musico-poetic forms of sounded poetry. In addition, I analyse the ‘digital poetics’ that can be found in producing sounded poetry with a DAW, especially with regard to the ‘vocal staging’ that such technology can produce in the poetry soundtrack.

Sharing ownership in multicultural music : a hands-on approach in teacher education in South Africa

South Africa prides itself in a rich and colorful array of the Arts where music plays a significant role in social regeneration, unity and reconciliation. Little research has been undertaken in teacher education courses in South Africa regarding the inclusion of African music within multicultural music practice. Using the theoretical frameworks of understanding multiculturalism, I report on the teaching and learning of multicultural music at Pretoria University. My narrative highlights what I had learned and reports on the interview data with the tertiary music educator in October 2010. Using Interpretative Phenomenological Analysis, two themes are discussed: the need for multicultural music and the inclusion of students as indigenous culture bearers. Lessons learnt at Pretoria University can be replicated elsewhere in Australia where the sharing of ownership in multicultural music as a hands-on approach is viewed positively, promoting understanding and respect in a shared space and place.

Super-resolution of a 3-dimensional scene from novel viewpoints

Super-resolution is a method of post-processing image enhancement that increases the spatial resolution of video or images. Existing super-resolution techniques apply only to images captured of a planar scene. This paper aims to extend super-resolution concepts from the 2D domain to the 3D domain, drawing on ideas from both superresolution and multi-view geometry, two fields of research that until now have predominantly been studied in isolation. 2D super-resolution methods are not without their complexities and limitations. However, once multiple views of a scene are considered within a super-resolution framework, a new range of issues arise that must also be resolved. For example, when input images of a scene with variation in depth are considered, it is no longer clear how and where the images should be registered. This paper describes the use of sparse 3D reconstruction in order to ‘register’ the input images, which are then transferred to a novel image plane and combined to increase the perceived detail in the scene. Experimental results using real images captured from generally positioned input cameras are presented.

Prose fiction’s infinite playlist : encountering music in fiction narrative

This paper will argue that reference to music in young-adult prose fiction stimulates movement across narrative and artistic boundaries in ways that facilitate a unique reading encounter. The inclusion of musical reference opens up a space for a multisensory experience that is beyond that of the reading experience devoid of musical association, even when the audio is not immediately available at the time of reading. This experience is bound to the role of the reader, however, be it through the remembered or imagined experience of the music that is signaled in-text, or even the reader’s pursuit of the audio in response to the reading. As ‘a threshold literature’ (Eaton 2010, np) that targets a young audience for whom ‘popular music is globally acknowledged as affectively and culturally central’ (Bloustien & Peters 2011, 4), young-adult fiction is an apt space for explorations into the potential that exists when a text includes musical reference. In particular, Gerard Genette’s paratexts (1997), J Hillis Miller’s ‘membranes’ (2005) and T Austin Graham’s ‘literary soundtrack’ (2009) will be used to examine how Rachel Cohn and David Levithan’s young-adult fiction novel Nick and Norah’s infinite playlist (2006) functions as an ‘infinite playlist’ in itself via a series of paratextual and epitextual elements. Discussion of the latticework of music-narrative interaction that exists as a part of this text will facilitate an understanding of how musical reference can encourage movement within and beyond the narrative towards a potentially unique reading experience.

Comparative evaluation of multi-label classification methods

This paper presents a comparative evaluation of popular multi-label classification methods on several multi-label problems from different domains. The methods include multi-label k-nearest neighbor, binary relevance, label power set, random k-label set ensemble learning, calibrated label ranking, hierarchy of multi-label classifiers and triple random ensemble multi-label classification algorithms. These multi-label learning algorithms are evaluated using several widely used MLC evaluation metrics. The evaluation results show that for each multi-label classification problem a particular MLC method can be recommended. The multi-label evaluation datasets used in this study are related to scene images, multimedia video frames, diagnostic medical report, email messages, emotional music data, biological genes and multi-structural proteins categorization.