Digital Commons Network^™

Contralateral Versus Ipsilateral Protective Effect Against Muscle Damage Of The Elbow Flexors And Knee Extensors Induced By Maximal Eccentric Exercise, Trevor C. Chen, Hsin Lian Chen, Wei Chin Tseng, Tai Ying Chou, Jui Hung Tu, Allen C. Parcell, Kazunori Nosaka

Research outputs 2022 to 2026

The present study compared the ipsilateral repeated bout effect (IL-RBE) and contralateral repeated bout effect (CL-RBE) of the elbow flexors (EF) and knee flexors (KF) for the same interval between bouts to shed light on their mechanisms. Fifty-two healthy sedentary young (20–28 years) men were randomly assigned to the IL-EF, IL-KF, CL-EF, and CL-KF groups (n = 13/group). Thirty maximal eccentric contractions of the EF were performed in IL-EF and CL-EF, and 60 maximal eccentric contractions of the KF were performed in IL-KF and CL-KF, with a 2-week interval between bouts. Changes in muscle damage markers such as maximal voluntary …

Detection Of Metastases Using Circulating Tumour Dna In Uveal Melanoma, Aaron B. Beasley, Daniël P. De Bruyn, Leslie Calapre, Zeyad Al-Ogaili, Timothy W. Isaacs, Jacqueline Bentel, Anna L. Reid, Roy S. Dwarkasing, Michelle R. Pereira, Muhammad A. Khattak, Tarek M. Meniawy, Michael Millward, Erwin Brosens, Annelies De Klein, Fred K. Chen, Emine Kiliҫ, Elin S. Gray

Research outputs 2022 to 2026

Background: Approximately 50% of uveal melanoma (UM) patients will develop metastatic disease depending on the genetic features of the primary tumour. Patients need 3–12 monthly scans, depending on their prognosis, which is costly and often non-specific. Circulating tumour DNA (ctDNA) quantification could serve as a test to detect and monitor patients for early signs of metastasis and therapeutic response. Methods: We assessed ctDNA as a biomarker in three distinct UM cohorts using droplet-digital PCR: (A) a retrospective analysis of primary UM patients to predict metastases; (B) a prospective analysis of UM patients after resolution of their primary tumour for early …

Development Of A 3-D-Printable Device For Continuous Measuring Of Heavy Metal Ion Concentrations, Charl De Villiers, Magdalena Wajrak, Alex Lubansky

Research outputs 2022 to 2026

Three-dimensional (3-D) printing offers the potential to create a range of tailored devices within many different industrial facilities. In this article, devices were designed and fabricated using 3-D printing to house electrodes for the testing of heavy metal concentration in hazardous fluids, particularly for biological samples such as urine or blood. The devices, connected to a syringe pump, were shown to be able to be operated without leaking. Proof of concept experiments were performed using Anodic Stripping Voltammetry (ASV) methods, demonstrating that the devices are able to be used for quick, cheap testing, showing the potential of the technique as …

Factors Associated With Risk Of Falling Among Younger Inpatients In A Mental Health Setting—A Systematic Review, Irene Ngune, Seng Giap Marcus Ang, Gelaye Nadew, Rosemary Saunders

Research outputs 2022 to 2026

Aim: To synthesise evidence related to risk factors of falls among younger mental health inpatients age ≤ 65 years old. Background: Hospitalised patients with mental illness are at increased risk of falling. Specific risk factors for falls for younger inpatients are poorly understood. Design: Systematic review. Methods: Medline, CINAHL, APA PsycINFO, Scopus and Web of Science were searched for studies published in English till December 2022. The review followed the 2020 PRISMA checklist. Odds ratios and P values of significant risk fall factors and the frequency of factors related to circumstances of falls were extracted. Results: Nine studies were included …

Gendered Pedagogy In Senior Secondary Physical Education Curriculum Enactment, Christopher Clark, Dawn Penney, Rachael Whittle, Andrew Jones

Research outputs 2022 to 2026

Arnold’s dimensions of movement (1979) and Wilcox’s embodied ways of knowing (2009) informed case study research which explored the influence of gender(ed) movement-based pedagogy and associated equity issues in Victorian Certificate of Education (VCE) Physical Education (PE). VCE PE teachers from three schools provided documentation (course, unit, lesson plans, resources, assessment materials) and semi-structured interviews to investigate how teachers used movement and the role gender plays in influencing decisions and approaches relating to movement-based pedagogy. Gender discourses were evident in teachers’ decisions regarding the types of movement experiences included in VCE PE, pedagogical approaches and assessment contexts. Issues of safety …

Kind Regards: Negotiating Connection To Country And Place Through Collective Storying, Wendy Somerville, Vahri Mckenzie, Lisa Fuller, Naomi Joy Godden, Ashley Harrison, Renae Isaacs-Guthridge, Bethaney Turner

Research outputs 2022 to 2026

Within this paper we explore the process and outcomes of a year-long exchange that investigates how active learning can emerge through collective place-based storying. Beginning with Country as our guide, we shared, responded, yarned, listened and revisited one another's contributions. Using the "threads"of an extended email exchange and online yarning sessions, we wove together this collaborative work to present findings generated from the creative practice of storying and sharing knowledge. This work required ongoing openness to vulnerability; we resisted the urge to remain silent and risked being wrong. Our responses, and the writing styles reflecting them, incorporate both academic and …

Optimum Design, Socioenvironmental Impact, And Exergy Analysis Of A Solar And Rice Husk-Based Off-Grid Hybrid Renewable Energy System, Barun K. Das, Rakibul Hassan, Polamarasetty P. Kumar, Ismail Hoque, Ramakrishna S.S. Nuvvula, Anas M. Maruf, Arnob Das, Paul C. Okonkwo, Baseem Khan

Research outputs 2022 to 2026

This study examines the optimal sizing of an off-grid hybrid system comprising solar photovoltaic (PV), rice husk-based biomass, and lead-acid battery for meeting the electric demand of a rural community. Considering a selected remote village in Bangladesh as a case study, the proposed optimized system is primarily compared with the diesel generator and the micro gas turbine (MGT)-based options in techno-economic and environmental terms. The potential social benefits, such as the employment creation and the improvement in the human development index in the locality, have been investigated in this study. Moreover, the impacts of operational greenhouse gas emissions on the …

Parental Perceptions Of Social And Emotional Well-Being Of Young Children From Australian Military Families, Marg Rogers, Amy Johnson, Yumiko Coffey, Jill Fielding, Ingrid Harrington, Navjot Bhullar

Research outputs 2022 to 2026

Introduction: Many Australian Defence Force (ADF) and Veteran families are affected by the stressors of Defence family life, including frequent and prolonged parental deployments, and frequent relocations. Objective: To address a gap in information about Defence and Veteran (hereafter Defence) parents' knowledge, confidence and resources to support their young children's well-being and build their resilience. Design: This study used a mixed methods design to explore Defence parent's perceptions of their young children's (aged 2–8 years) social and emotional well-being and understanding of their children's responses to unique stressors as well as their confidence in providing support. Data from 41 parents …

Perturbation Of 3d Nuclear Architecture, Epigenomic Dysregulation And Aging, And Cannabinoid Synaptopathy Reconfigures Conceptualization Of Cannabinoid Pathophysiology: Part 1–Aging And Epigenomics, Albert Stuart Reece, Gary Kenneth Hulse

Research outputs 2022 to 2026

Much recent attention has been directed toward the spatial organization of the cell nucleus and the manner in which three-dimensional topologically associated domains and transcription factories are epigenetically coordinated to precisely bring enhancers into close proximity with promoters to control gene expression. Twenty lines of evidence robustly implicate cannabinoid exposure with accelerated organismal and cellular aging. Aging has recently been shown to be caused by increased DNA breaks. These breaks rearrange and maldistribute the epigenomic machinery to weaken and reverse cellular differentiation, cause genome-wide DNA demethylation, reduce gene transcription, and lead to the inhibition of developmental pathways, which contribute to …

Pilot Feasibility And Acceptability Study Evaluating Use Of Group Cbt-I In Improving Sleep And Fatigue In Older Adults, Aisling Smyth, Shehnas Alam, Sabine Pangerl

Research outputs 2022 to 2026

Objective: This paper describes a pilot study, in a small sample of older adults, designed to ascertain the feasibility, acceptability and potential effectiveness of group Cognitive Behavioural Therapy For Insomnia (CBT-I). Methods: Eleven older adults participated in a 3-week group CBT-I intervention with pre- and post-intervention outcome measures of sleep and fatigue. Acceptability was measured via post-intervention focus groups. Feasibility was measured via recruitment, retention and completion data. Subjective sleep outcomes were measured pre- and post-intervention using the Pittsburgh Sleep Quality Index. Fatigue was measured using the Fatigue Severity Index. Objective sleep outcome measures were obtained via pre- and post-intervention …

Prehabilitative Versus Rehabilitative Exercise In Prostate Cancer Patients Undergoing Prostatectomy, Favil Singh, Robert U. Newton, Dennis R. Taaffe, Pedro Lopez, Jeff Thavaseelan, Matthew Brown, Elayne Ooi, Kazunori Nosaka, Dickon Hayne, Daniel A. Galvão

Research outputs 2022 to 2026

Purpose: The study compared the efficacy of commencing supervised exercise in men with prostate cancer before and after prostatectomy on objective and patient-reported outcomes, hospital length of stay, and urinary incontinence. Methods: Forty-one men were randomised to a 6-week prehabilitation or rehabilitation exercise programme. Prehabilitation involved resistance and aerobic exercise thrice weekly pre-surgery, while rehabilitation comprised the same commencing 6-weeks post-surgery. Assessments included strength, function (chair rise, stair climb, 400-m, 6-m usual, fast, and backwards walk), body composition, fatigue and quality of life, undertaken at pre-surgery, early post-surgery and late post-surgery phase, with urinary incontinence (24-h pad test) assessed at …

Readability Of Australian Road Safety Information For The General Public, Catherine Ferguson, Stephen Winn

Research outputs 2022 to 2026

This research was conducted as a result of the authors becoming aware of the Australasian College of Road Safety (ACRS) submission to the National Road Safety Strategy 2021-2030. The ACRS submission outlined six key elements, one of which suggested that the National Road Safety Strategy should include ‘Publication in easily consumable form, for the public, of infrastructure safety star ratings for all road users’ (ACRS, 2021, p.61). This prompted the researchers to consider the road safety information provided to the general public about driving behaviour. Forty excerpts from online data from one Australian State’s road safety website were assessed for …

Strong And Ductile Al–Mn–Mg–Sc–Zr Alloy Achieved In Fabrication-Rate Enhanced Laser Powder Bed Fusion, Hao Zhang, Lai Chang Zhang, Hongyu Liu, Xiaodong Niu, Marcus C. Lam, Wenzhe Zhang, Xiaojie Jin, Fuzhong Chu, Xinhua Wu, Sheng Cao

Research outputs 2022 to 2026

The high cost of laser powder bed fusion (LPBF) fabricated high-strength Sc containing aluminium alloy hinders its applications. To reduce the cost, we reported a LPBF fabricated strong and ductile Al–Mn–Mg–Sc–Zr alloy using large layer thicknesses to improve the fabrication efficiency on coarse powder particles. A high relative density exceeding 99.2% was achieved at layer thicknesses up to 120 μm. In post-process heat-treated specimens, the yield strength only had a slight 6% decrease from layer thickness of 30 to 120 μm; such a decrease in strength was attributed to the larger grain size resulted from the adopted larger layer thickness. …

Systemic Treatment Of Advanced And Metastatic Urothelial Cancer: The Landscape In Australia, Howard Gurney, Timothy D. Clay, Niara Oliveira, Shirley Wong, Ben Tran, Carole Harris

Research outputs 2022 to 2026

The 5-year survival rate of metastatic urothelial carcinoma (mUC) is estimated to be as low as 5%. Currently, systemic platinum-based chemotherapy followed by avelumab maintenance therapy is the only first-line treatment for mUC that has an overall survival benefit. Cisplatin-based chemotherapy (usually in combination with gemcitabine) is the preferred treatment but carboplatin is substituted where contraindications to cisplatin exist. Treatment with immune checkpoint inhibitors, antibody-drug conjugates, and kinase inhibitors has not yet demonstrated superiority to chemotherapy as first-line therapy and remains investigational in this setting. A recent media release indicates that chemotherapy plus nivolumab gives an OS advantage as first-line …

The Future Of Accounting Talent: Career Values, Choices And Satisfaction Among Early Career Accountants, Denise Jackson, Julia Richardson, Grant Michelson, Rahat Munir

Research outputs 2022 to 2026

Amid a global war for accounting talent, this paper extends our understanding of early career accountants’ (ECAs) career values and the alignment between their career expectations and experiences when entering the profession. Drawing on survey data from 305 ECAs and 165 managers/recruiters of ECAs in Australia, the paper uses social cognitive career theory and person–organisation fit theory to explore the dynamic interplay between individual and contextual factors and career values, career choices and subsequent career satisfaction. The findings emphasise the importance of both intrinsic, and to a lesser extent extrinsic, career values for ECAs, with variations by gender and organisation …

The Impact Of The Intensity Of Media Use On Potential Tourists’ Risk Perception And Travel Protective Behavioral Intentions In Covid-19, Ruihong Sun, Xinliang Ye, Jianping Tang, Jiexi Yang, Noel Scott

Research outputs 2022 to 2026

Introduction: In light of the COVID-19 pandemic, there is an increased need for potential travelers to gather information about their trips to mitigate perceived risks. This study aims to understand the relationship between the intensity of media use (both new and traditional), epidemic risk perception, and tourism protection behavior intention among potential tourists. Methods: A total of 491 valid questionnaires were collected in Shanghai, China. Factor analysis, path analysis, and effect analysis were conducted using SPSS and AMOS to examine the impact of different media types on epidemic risk perception and tourism protection behavior. Results: The findings indicate a positive …

The Relationship Between Student Employment, Employability-Building Activities And Graduate Outcomes, Denise Jackson

Research outputs 2022 to 2026

There is continued pressure on universities to develop future-oriented graduates given documented skill gaps and global talent shortages. Although work experience supports work-readiness and is prioritised among graduate employers, little is known about the labour market gains from student employment compared to work experience embedded within the curriculum (e.g. internship or work placement), and how one may influence the other. Drawing on the lens of capital resources and signalling theory, this study uses national survey data from 152,226 recent Australian graduates to examine the relationship between student employment, in-curricular work experience and labour market outcomes. The findings affirm the high …

Thyroid Dysfunction And Glycaemic Control Among Type 2 Diabetes Mellitus Patients In Ghana: A Comparative Cross-Sectional Study, Samuel Asamoah Sakyi, Bright Ameyaw, Edwin Ferguson Laing, Richard Anthony, Richard K.Dadzie Ephraim, Alfred Effah, Afia Agyapomaa Kwayie, Ebenezer Senu, Enoch Odame Anto, Emmanuel Acheampong, Bright Oppong Afranie, Benjamin Amoani, Stephen Opoku

Research outputs 2022 to 2026

Introduction: Thyroid disorders and diabetes mellitus coexist and are prevalent endocrinopathies among adult population. Thyroid dysfunction contributes to metabolic imbalances, increase beta-cell apoptosis and glucose intolerance. There is paucity of data and contradicting findings on how thyroid dysfunction influence glycaemic control. Therefore, we evaluated thyroid dysfunction and glycaemic control among Type 2 diabetes mellitus (T2DM) patients in Ghana. Methods: A comparative cross-sectional study was conducted among 192 T2DM patients from Effia Nkwanta Regional Hospital. Three consecutive monthly fasting plasma glucose (FBG) and glycated haemoglobin (HbA1c) were analysed and the results were classified as, moderate hyperglycaemia (MH) (FBG = 6.1–12.0 mmol/L, …

Uncertainties In Wave-Driven Longshore Sediment Transport Projections Presented By A Dynamic Cmip6-Based Ensemble, Amin Reza Zarifsanayei, José A.A. Antolínez, Nick Cartwright, Amir Etemad-Shahidi, Darrell Strauss, Gil Lemos, Alvaro Semedo, Rajesh Kumar, Mikhail Dobrynin, Adem Akpinar

Research outputs 2022 to 2026

In this study four experiments were conducted to investigate uncertainty in future longshore sediment transport (LST) projections due to: working with continuous time series of CSIRO CMIP6-driven waves (experiment #1) or sliced time series of waves from CSIRO-CMIP6-Ws and CSIRO-CMIP5-Ws (experiment #2); different wave-model-parametrization pairs to generate wave projections (experiment #3); and the inclusion/exclusion of sea level rise (SLR) for wave transformation (experiment #4). For each experiment, a weighted ensemble consisting of offshore wave forcing conditions, a surrogate model for nearshore wave transformation and eight LST models was used. The results of experiment # 1 indicated that the annual LST …

Weight Cutting In Female Ufc Fighters, Cassandra Evans, Charles Stull, Gabriel Sanders, Anthony Ricci, Duncan French, Jose Antonio, Corey A. Peacock

Research outputs 2022 to 2026

Background: It is common practice for fight sport athletes to use a variety of weight manipulation strategies to compete in desired weight classes. Although numerous studies have highlighted rapid weight loss (RWL) strategies and the magnitude of weight loss, few have focused specifically on weight loss in female fighters. The purpose of this study was to provide descriptive information on professional UFC female fighters engaging in RWL in all women’s UFC weight divisions: strawweight (52.2 kg): flyweight (56.7 kg); bantamweight (61.2 kg); featherweight (65.8 kg). Methods: All fighter’s weights were obtained at five separate time points: 72 hrs. pre-weigh-in, 48 …

What Is Known About Midwives' Well-Being And Resilience? An Integrative Review Of The International Literature, Lynnelle Moran, Kim Foster, Sara Bayes

Research outputs 2022 to 2026

Background: Internationally, the midwifery workforce is facing a professional crisis due to numerous organizational and individual factors that have led to midwives leaving the profession. These factors include high levels of workplace stress, systemic barriers to providing woman and person-centered care, trauma, and burnout. The COVID-19 pandemic magnified these pre-existing stressors and adversities and has further disrupted midwives' ability to practice within their professional norms. In order to understand how midwives can be better supported, there is a need to understand what contributes to and detracts from their well-being and resilience. Aim: To investigate and synthesize the extant international knowledge …

Final Report June 2023: Research Impact Evidence Scheme - Research Impact: Dr. Helen Adam, Maria Enriquez-Watt, Helen Adam

Research outputs 2022 to 2026

This research addressed the question: What is the impact of the research of Dr. Helen Adam into the culturally responsive use of diverse literature on practitioners, school communities, policy makers and the wider community?

Key Findings:

• The primary beneficiaries of Adam’s work include policy makers, educational professionals & consultants, academics, teacher trainers, and librarians.
• The secondary beneficiaries of Adam’s research include school children and their families, school communities and the wider community.
• Adam’s research is of pervasive and profound significance in educational sectors and is rapidly becoming of global significance.
• Adam’s research is transformative and impacts on the lives of …

Canine Cognitive Dysfunction Syndrome And Pet Tourism, Jun Wen, Fangli Hu, Joshua Aston

Research outputs 2022 to 2026

Highlights:

• Introduces canine cognitive dysfunction syndrome into the tourism literature

• Describes the nexus between canine cognitive dysfunction syndrome and pet tourism

• Highlights travel-related benefits for aging pets

• Discusses the need to consider travel a non-pharmacological intervention for pets

• Presents an interdisciplinary discussion to develop this niche market

The Burden Of Self-Reported Antibiotic Allergies In Health Care And How To Address It: A Systematic Review Of The Evidence, Annabelle Arnold, Linda L. Coventry, Mandie Foster, Jennifer J. Koplin, Michaela Lucas

Research outputs 2022 to 2026

Background: Antibiotics are the first-line treatment for bacterial infections; however, overuse and inappropriate prescribing have made antibiotics less effective with increased antimicrobial resistance. Unconfirmed reported antibiotic allergy labels create a significant barrier to optimal antimicrobial stewardship in health care, with clinical and economic implications. Objective: A systematic review was conducted to summarize the impact of patient-reported antibiotic allergy on clinical outcomes and various strategies that have been employed to effectively assess and remove these allergy labels, improving patient care. Methods: The review was undertaken using the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines. A critical appraisal was conducted …

Barry Turner: The Under-Acknowledged Safety Pioneer, Kym Bills, Leesa N. Costello, Marcus Cattani

Research outputs 2022 to 2026

Barry Turner’s 1978 Man-made Disasters and Charles Perrow’s 1984 Normal Accidents were seminal books but a detailed comparison has yet to be undertaken. Doing so is important to establish content and priority of key ideas underpinning contemporary safety science. Turner’s research found socio-technical and systemic patterns that meant that major organisational disasters could be foreseen and were preventable. Perrow’s macro-structuralist industry focus was on technologically deterministic but unpredictable and unpreventable “system” accidents, particularly rare catastrophes. Andrew Hopkins and Nick Pidgeon respectively suggested that some prominent writers who wrote after Turner may not have been aware of, or did not properly …

Going Beyond: Cyber Security Curriculum In Western Australian Primary And Secondary Schools. Final Report, Nicola F. Johnson, Ahmed Ibrahim, Leslie Sikos, Marnie Mckee

Research outputs 2022 to 2026

There is no doubt cyber security is of national interest given the rife nature of cyber crime and the alarming increase of victims who have endured identify theft, fraud and scams. Curriculum within K-12 schools tends to be fixed and any modifications are subject to extensive consultation within a prolonged review cycle. Therefore, this report has gone beyond curriculum to explore the potential of national awareness campaigns and dynamic digital cyber security licences as alternative possibilities for instigation. The role of leaders in various school sectors and systems is critical for a successful roll out. This final report culminates from …

Prognostic And Predictive Value Of Metformin In The European Organisation For Research And Treatment Of Cancer 1325/Keynote-054 Phase Iii Trial Of Pembrolizumab Versus Placebo In Resected High-Risk Stage Iii Melanoma, Oliver J. Kennedy, Michal Kicinski, Sara Valpione, Sara Gandini, Stefan Suciu, Christian U. Blank, Georgina V. Long, Victoria G. Atkinson, Stéphane Dalle, Andrew M. Haydon, Andrey Meshcheryakov, Adnan Khattak, Matteo S. Carlino, Shahneen Sandhu, James Larkin, Susana Puig, Paolo A. Ascierto, Piotr Rutkowski, Dirk Schadendorf, Marye Boers-Sonderen, Anna M. Di Giacomo, Alfonsus J. M. Van Der Eertwegh, Jean-Jacques Grob, Ralf Gutzmer, Rahima Jamal, Alexander C. J. Van Akkooi, Caroline Robert, Alexander M. M. Eggermont, Paul Lorigan, Mario Mandala

Research outputs 2022 to 2026

Background: Metformin is a commonly prescribed and well-tolerated medication. In laboratory studies, metformin suppresses BRAF wild-type melanoma cells but accelerates the growth of BRAF-mutated cells. This study investigated the prognostic and predictive value of metformin, including with respect to BRAF mutation status, in the European Organisation for Research and Treatment of Cancer 1325/KEYNOTE-054 randomised controlled trial. Methods: Patients with resected high-risk stage IIIA, IIIB, or IIIC melanoma received 200 mg of pembrolizumab (n = 514) or placebo (n = 505) every 3 weeks for twelve months. Pembrolizumab prolonged recurrence-free survival (RFS) and distant metastasis-free survival (DMFS) at approximately 42 months …

Associations Of Physical Activity And Quality Of Life In Parapneumonic Effusion Patients, Pedro Lopez, Deirdre B. Fitzgerald, Joanne A. Mcveigh, Arash Badiei, Sanjeevan Muruganandan, Robert U. Newton, Leon Straker, Yun C. G. Lee, Carolyn J. Peddle-Mcintyre

Research outputs 2022 to 2026

Introduction Little is known about activity behaviours and quality of life (QoL) of patients with parapneumonic pleural effusions (PPE) after hospital discharge. This study is a secondary analysis of a randomised trial (dexamethasone versus placebo) for hospitalised patients with PPE. We: 1) described the patients’ activity behaviour patterns and QoL measured at discharge and at 30 days post-discharge; and 2) examined the association between activity behaviours and QoL scores. Methods Activity behaviour (7-day accelerometry; Actigraph GT3X+) and QoL (Medical Outcomes Study Short-Form 36) were assessed. Repeated measures analysis of covariance controlling for baseline values and a series of linear regression …

Employability For Inclusion: The Urgent Need For A Biopsychosocial Model Perspective, Mollie Dollinger, Tim Corcoran, Denise Jackson, Sarah O'Shea

Research outputs 2022 to 2026

Definitions of disability are changing, shifting from a narrow medical diagnosis to a biopsychosocial model of disability, where disability is conceptualised as a series of relational conditions that can potentially disadvantage individuals within environments. Implications of this new understanding of disability will have significant effects in the higher education sector, where there is increasing participation of disabled students. In this paper, we discuss one aspect of these implications through the topic of graduate employability. In doing so, we generate a new concept ‘Employability for Inclusion’ that can be utilised as an equity-focused lens for universities to consider how employability initiatives …

Generalized Framework For Image And Video Object Segmentation Using Affinity Learning And Message Passing Gnns, Sundaram Muthu, Ruwan Tennakoon, Tharindu Rathnayake, Reza Hoseinnezhad, David Suter, Alireza Bab-Hadiashar

Research outputs 2022 to 2026

Despite significant amount of work reported in the computer vision literature, segmenting images or videos based on multiple cues such as objectness, texture and motion, is still a challenge. This is particularly true when the number of objects to be segmented is not known or there are objects that are not classified in the training data (unknown objects). A possible remedy to this problem is to utilize graph-based clustering techniques such as Correlation Clustering. It is known that using long range affinities (Lifted multicut), makes correlation clustering more accurate than using only adjacent affinities (Multicut). However, the former is computationally …