A probabilistic framework for extracting narrative act boundaries and semantics in motion pictures

This work constitutes the first attempt to extract the important narrative structure, the 3-Act storytelling paradigm in film. Widely prevalent in the domain of film, it forms the foundation and framework in which a film can be made to function as an effective tool for story telling, and its extraction is a vital step in automatic content management for film data. The identification of act boundaries allows for structuralizing film at a level far higher than existing segmentation frameworks, which include shot detection and scene identification, and provides a basis for inferences about the semantic content of dramatic events in film. A novel act boundary likelihood function for Act 1 and 2 is derived using a Bayesian formulation under guidance from film grammar, tested under many configurations and the results are reported for experiments involving 25 full-length movies. The result proves to be a useful tool in both the automatic and semi-interactive setting for semantic analysis of film, with potential application to analogues occuring in many other domains, including news, training video, sitcoms.

Scene extraction in motion pictures

This paper addresses the challenge of bridging the semantic gap between the rich meaning users desire when they query to locate and browse media and the shallowness of media descriptions that can be computed in today's content management systems. To facilitate high-level semantics-based content annotation and interpretation, we tackle the problem of automatic decomposition of motion pictures into meaningful story units, namely scenes. Since a scene is a complicated and subjective concept, we first propose guidelines from fill production to determine when a scene change occurs. We then investigate different rules and conventions followed as part of Fill Grammar that would guide and shape an algorithmic solution for determining a scene. Two different techniques using intershot analysis are proposed as solutions in this paper. In addition, we present different refinement mechanisms, such as film-punctuation detection founded on Film Grammar, to further improve the results. These refinement techniques demonstrate significant improvements in overall performance. Furthermore, we analyze errors in the context of film-production techniques, which offer useful insights into the limitations of our method.

Novel approach to determining tempo and dramatic story sections in motion pictures

This paper presents an original computational approach to extraction of movie tempo for deriving story sections and events that convey high level semantics of stories portrayed in motion pictures, thus enabling better video annotation and interpretation systems. This approach, inspired by the existing cinematic conventions known as film grammar, uses the attributes of motion and shot length to define and compute a novel continuous measure of tempo of a movie. Tempo flow plots are derived for several full-length motion pictures and edge detection is performed to extract dramatic story sections and events occurring in the movie, underlined by their unique tempo. The results confirm reliable detection of actual distinct tempo changes and serve as useful index into the dramatic development and narration of the story in motion pictures.

Indexing narrative structure and semantics in motion pictures with a probabilistic framework

This work constitutes the first attempt to extract an important narrative structure, the 3-Act story telling paradigm, in film. This narrative structure is prevalent in the domain of film as it forms the foundation and framework in which the film can be made to function as an effective tool for story telling, and its extraction is a vital step in automatic content management for film data. A novel act boundary likelihood function for Act 1 is derived using a Bayesian formulation under guidance from film grammar, tested under many configurations and the results are reported for experiments involving 25 full length movies. The formulation is shown to be a useful tool in both the automatic and semi-interactive setting for semantic analysis of film.

Role of shot length in characterizing tempo and dramatic story sections in motion pictures

Motivated by existing cinematic conventions known as film grammar, we proposed a computational approach to determine tempo as a high-level movie content descriptor as well as means for deriving dramatic story sections and events occurring in movies. Movie tempo is extracted from two easily computed aspects in our approach: shot length and motion. Story sections and events are generally associated with changes in tempo, and are thus identified by edges located in the tempo function. In this paper, we analyze our initial founding of the tempo function on the basis that the distribution of both shot length and motion in movies is normal. Given that the distribution of shot length is approximately Weibull as confirmed in our experiments, we examine the impact of modelling and modifying the contributions of shot length to tempo. We derive an appropriate normalization function that faithfully encapsulates the role of shot length in tempo perception, and analyze the changes to the story sections identified in films.

Film grammar based refinements to extracting scenes in motion pictures

To enable high-level semantic indexing of video, we tackle the problem of automatically structuring motion pictures into meaningful story units, namely scenes. In our recent work, drawing guidance from film grammar, we proposed an algorithmic solution for extracting scenes in motion pictures based on a shot neighborhood color coherence measure. In this paper, we extend our work by presenting various refinement mechanisms, inspired by the knowledge of film devices that are brought to bear while crafting scenes, to further improve the results of the scene detection algorithm. We apply the enhanced algorithm to ten motion pictures and demonstrate the resulting improvements in performance.

Sexual orientation and gender-identity in high functioning individuals with autism spectrum disorder.

When compared to typically-developing individuals, individuals with Autism Spectrum Disorder(ASD) demonstrated significantly higher sexual diversity, with higher rates of non-heterosexuality, and reported more gender non-conforming identities. The ASD group reported poorer mental health than typically-developing individuals and belonging to a sexual or gender-diverse group worsened this effect.

Feminist perspectives on gender ideology in recent young adult literature

This study of gender in young adult literature examined a range of recently published texts in both the fantasy and realist genres and determined that narrative discourse contests the dominant patriarchal paradigm most sucessfully when female protagonists enact a trickster role.

Celluloid dreaming : cultural myths and landscape in Australian film 1970-1990

Examines the way in which cultural myths in selected Australian feature films of the 1970s and 1980s reflect changing attitudes towards nationalism, Australian identity, gender roles, mateship and how the Australian settler culture defines (or fails to define) its relationship with indigenous Australians.

Catching gender-Identity production in flight : making the commonplace visible

The purpose of this article is to develop and illustrate an approach for making the commonplace visible in a natural, as opposed to manipulated, social setting. The key research task was to find a way of capturing the ongoing production or enactment of the self that provides some insight into the way in which it is produced in a routine, matter of fact way. The article takes a number of steps to develop a research approach to the task. First, gender-identity was selected as a more specific aspect of self-production. Second, the concept of “flashpoints” was used to refer to a particular moment in the routine which achieves some significance or salience as a result of the participants seizing upon some otherwise unremarkable action or statement and twisting it to their purpose. In this study, the purpose was gender-identity creation. Primary school children in the classroom and their teachers were the participants of the study. Through the use of flashpoints, the article demonstrates how gender-identity production of these children can be caught in flight. The article concludes that this approach can be added to the researcher’s toolkit.

Scandalous women: gender and identity in top-notch smut

Examining a diverse range of texts offering controversial representations of female sexuality, this paper demonstrates a persistent link between literary scandal and anxieties about women's sexuality. Texts from Madame Bovary (1857) to The Sexual Life of Catherine M (2001) have provoked various arguments, from debates about the need to restrain the unruly bodies of women to contestations about aesthetic merit, morality, and obscenity. Indeed, the scandalous literature of sexual women is distinguished by efforts to reduce its transgressions into something manageable, whether through naming and categorisation (‘chick lit’ and ‘posh porn’), textual analysis, public censure, or critical excoriation. The desire to manage controversial material signifies a discourse of containment that suggests both women and literature require strict control. As this paper will argue, the relationship between women, literature, and scandal is one marked by both intra- and extra-textual efforts to restrain not only the unpredictability and power of female sexuality, but also the unruly energies of literature itself.

Iranian women's sports fandom : gender, resistance, and identity in the football movie offside

As sport enters new global territories, attending to questions of cultural difference is increasingly important to studies of women’s sports fanship. This article draws on theories of transnational feminism and feminist sports scholarship to contemplate the cinematic portrayal of the non-Western female football supporter. Women sports fans rarely appear as film protagonists, with the notable exception of the 2006 movie Offside, which tells the story of Iranian women soccer fans attending a World Cup qualifying match. By focusing on the ways that women fans negotiate their marginal status in the sporting arena, I argue that the film unsettles cultural associations between masculinity and football in Iran, and confounds the oppositional construction of the “other” woman as a passive victim of, or freedom fighter against, Islam. 

Re Alex: adolescent gender identity disorder and the family court of Australia

'People with gender identity disorder live with a conviction that their physical anatomy is incompatible with their true gender role. They have an overwhelming desire to live and function in the opposite biological sex' . The manifestation of the disorder in children and adolescents is dominated by secrecy, confusion and shame. The purpose of this article is to promote discussion amongst the legal fraternity of the difficult issues confronting the Family Court of Australia when asked to make decisions with life-altering ramifications for the young and vulnerable.