Digital Commons Network^™

Analysis Of Gnss Baseline Length Effects On Lidar-Based Uav Topographic Survey Accuracy Using Cors, Ahmed Mostafa, Mohamed El Tokhey, Yasser Mogahed, Tarek Hassan

Mansoura Engineering Journal

The field of land surveying has evolved considerably with the tremendous advancements in the capabilities of Unmanned Aerial Vehicles (UAVs). The integration of Light Detection and Ranging (LiDAR) technology has further enhanced this process by providing an efficient and high-precision solution for topographic surveying. High-precision georeferencing in UAV-LiDAR surveys is constrained by Global Navigation Satellite System (GNSS) baseline length and flight configurations. In remote or operationally restricted areas, where establishing a local GNSS base station is difficult or impossible, Continuously Operating Reference Stations (CORS) represent an alternative solution for ensuring reliable positioning corrections. This study investigates the effect of GNSS …

Working Mule Or Sacrificial Lamb: Examining Agrarian Backlash And Populism In Rural Europe, Ava Elaine Rumsey

Honors College Theses

This thesis examines to what extent populism has become a political force across rural and agrarian communities in the European Union from 2023 to 2026. It distinguishes between ‘structural’ shifts, meaning the broader transformations in agrarian political economy, and ‘policy’ shifts, meaning the cumulative impact of Common Agricultural Policy (CAP) reform, notably its welfarist and regulatory priorities. This study draws on two types of evidence. First, it pulls from a wide range of secondary sources on the CAP and agrarian political transformation. Second, it analyzes the position papers, statements, and digital media of three organizations that represent important farming constituencies …

Making Room For ‘Feelings’: What's At Stake For The Theory Of Practice Architectures?, George Variyan, Brad Gobby

Research outputs 2022 to 2026

This paper responds to Thelin, K. [2024. What about feelings? Elaboration on and consideration of the theoretical construct of emotions in practice and practice architectures. International Journal of Leadership in Education, 1–14] intriguing proposal that the theory of practice architectures (hereafter TPA) would benefit from an augmentation to its oft-repeated analytical mantra of ‘sayings, doings and relatings’ by adding the notion of feelings. Thelin's work is motivated by the increasing realisation amongst adherents that TPA has thus far been relatively silent on how emotions mediate practice. As such, there are ongoing efforts to think through the place of emotions in …

Comparative Bioassay-Guided Fractionation Of Citrus Species: Phytochemical Characterization And Nanoformulation Of A Polyphenol-Rich Leaf Fraction From Citrus Aurantifolia For Skin Anti-Aging Applications, Noha Swilam, Khaled Nematallah, Amgad Albohy, Noha Badawi, Sameh S. Gad, Maha M. Shouman, Saeed S. Al-Ghamdi, Nahla Ayoub

Pharmacy

Background: Skin aging is driven by oxidative stress and ultraviolet (UV) exposure, leading to extracellular matrix degradation and loss of skin elasticity. This study aimed to identify the most biologically active Citrus species using a bioassay-guided approach and evaluate its potential for dermal applications. Methods: Hydroalcohol extracts and ethyl acetate fractions of Citrus sinensis, Citrus aurantifolia, and Citrus reticulata leaves were screened for antioxidant, enzyme-inhibitory, and polyphenol content. The most active fraction was characterized by UPLC-PDA and LC–MS/MS, formulated into Span-based nanovesicles, and evaluated for physicochemical properties and drug release. Biological activity was assessed using an in vitro scratch wound-healing …

Polyfluoroalkyl Substances And Altered Glucose Homeostasis In Adolescents Following Bariatric Surgery, Elizabeth Costello, Brittney O Baumert, Zhenjiang Li, Vishal Midya, Shudi Pan, Justin R Ryder, Thomas H Inge, Todd M Jenkins, Stephanie Sisley, Stavra A Xanthakos, Anita Courcoulas, Douglas I Walker, Nikos Stratakis, Damaskini Valvi, Scott M Bartell, Angela L Slitt, Rohit Kohli, Sarah Rock, Michele A La Merrill, Sandrah P Eckel, Max T Aung, Rob Mcconnell, David V Conti, Lida Chatzi

Children’s Nutrition Research Center Staff Publications

Objectives: Bariatric surgery is an effective treatment for severe obesity and associated metabolic comorbidities. Exposure to polyfluoroalkyl substance (PFAS) before bariatric surgery may attenuate improvements in glucose metabolism and explain some of the heterogeneity in post-surgery outcomes.

Design: This is an observational cohort study.

Methods: Adolescents (n = 186) enrolled in the Teen-Longitudinal Assessment of Bariatric Surgery study were included. Eight-PFAS congeners were measured in plasma before surgery. Linear and logistic regressions were used to examine cross-sectional associations between log2-transformed PFAS (ng/mL) and fasting glucose, insulin, hemoglobin A1c (HbA1c), and homeostatic model assessment for insulin resistance (HOMA-IR). Linear mixed …

Test-Retest Apparent Diffusion Coefficient Reproducibility In Head And Neck Cancer Using A 15-T Mr-Linac, Brigid A Mcdonald, Dina El-Habashy, Renjie He, Sam Mulder, Sarah Mirbahaeddin, Abdallah S R Mohamed, Sara Ahmed, Yao Ding, Jihong Wang, Stephen Y Lai, Alex Dresner, John Christodouleas, Clifton D Fuller

Faculty, Staff and Student Publications

Purpose

To evaluate the reproducibility of apparent diffusion coefficient (ADC) measurements in head and neck squamous cell carcinoma (HNSCC) using a 1.5-T MR-linac (MRI-guided linear accelerator) system.

Materials and Methods

In this retrospective study, conducted between February 2021 and January 2024, patients with HNSCC lesions underwent echo-planar imaging diffusion-weighted MRI on a 1.5-T MR-linac system at two time points before the start of radiation therapy. Mean and median ADC values and volumes were measured for each lesion. Absolute and percent reproducibility coefficients (RCs) were calculated. Linear regression analyses and F tests were performed to determine whether the lesion volume or …

Schools, Space And Atmospheres: The Value Of Student Videos In Negotiating Contested Spaces In New Urban Vertical Schools, Prue Miles, Kylie Boltin, Stuart Poyntz, Jill Willis

Research outputs 2022 to 2026

Voices of young people are essential in civic discourse about thriving futures. Yet dialogue can be complicated when the experiences of adults and young people are vastly different, for example in school spaces designed by adults in cities designed for adults. Vertical, highrise inner city schools represent this intersection. A new genre of school in Australia, vertical schools symbolise aspirations for young people and livable cities as designed by adults. This paper draws from data collected in the Thriving in Vertical Schools project to explore the importance of affective learning atmospheres for students, and the value of digital stories to …

Sugar Consumption In Aboriginal Children Explored From A Social Practice Perspective, Amy Budrikis, Angela Durey, Dan Mcaullay, Paul Ward, Hanny Calache, Thierry Ng, Roma Winmar, Linda Slack-Smith

Research outputs 2022 to 2026

Australian Aboriginal children have higher sugar intake and are disproportionately affected by sugar-related diseases such as obesity, diabetes and dental caries than non-Aboriginal children. The intention of this paper was to highlight the need for approaches that can capture the complexity of health practices without reducing them to either individual choice or structural determination. We explore sugar consumption in Aboriginal children from a social practice perspective. Here, the unit of analysis is the practice, not the individual, where the elements of a social practice (competence, materials and meanings) are integrated into its performance. We conducted qualitative research using elements of …

Sustaining Caring Mobilities In Immobility Regimes: Adaptive Strategies Of Vietnamese Migrant (Grand)Parents In Australia, Hien Thi Nguyen, Catriona Turnbull, Loretta Baldassar

Research outputs 2022 to 2026

(Grand)parents are increasingly traveling internationally to visit and spend time with their transnational families. This mobility is essential to provide informal, unpaid care, driven by globalisation as family members relocate for study and work. However, governments in receiving countries like Australia are implementing restrictive measures, defined in the literature as ‘immobility regimes’, to control the movement of older migrants into their territories, including overseas (grand)parents. Drawing on the lived experiences of 22 Vietnamese migrants (11 (grand)parent visitors and 11 adult migrants who host their (grand)parent visitors), this paper explores the relationship between transnational mobility and institutional migration policies in the …

Systematic Literature Mapping: Integrated System Of Logistic Distribution For Island, Eka Suswaini, Mochammad Agung Wibowo, Ferry Jie

Research outputs 2022 to 2026

Purpose: The study aims to identify and compare various methods used to optimize supply chain distribution, with a focus on uncovering novel approaches. It particularly addresses the gap in logistics distribution models tailored for island environments, proposing the development of an integrated information system using genetic and memetic algorithms to handle uncertainties like weather and vessel availability. Design/methodology/approach: A Systematic Literature Mapping (SLM) approach was adopted. The K-Chart method was applied to categorize conceptual strategies and identify research gaps. A case study was also included to analyze logistical challenges in island settings, incorporating real data variables like transportation schedules and …

Fault Tolerant Adaptive Control Under Actuator Saturation For Robot Manipulators, D. J. López-Araujo, N. Alvarez-Jarquin, P. Borja, A. T. Becker

School of Engineering, Computing and Mathematics

In practice, actuators inherently have natural limitations that are often overlooked by theoretical control strategies, such as bounded output and discrepancies between calculated and actual responses. Consequently, reliable control techniques must be employed to ensure safe and dependable operation. We propose an adaptive control law for global regulation in the case of partial loss of effectiveness due to input faults. The proposed control strategy maintains the system at the desired configuration while accounting for the physical limitations of the actuators. Additionally, it is suitable for dealing with unknown parameters in the vector of gravitational forces, making it robust to these …

Usable Authentication: Are We There Yet?, Nathan Clarke, Steven Furnell

School of Engineering, Computing and Mathematics

With technology increasingly embedded in everyday life, the demand for secure and usable authentication methods has never been greater. Traditional password-based systems continue to dominate, despite well-known usability and security challenges. This paper explores the evolution of user authentication technologies, from secret knowledge and tokens to biometrics and emerging approaches such as Passkeys. It critically evaluates the extent to which usability has been achieved, identifying both successes—such as biometrics integrated into smartphones—and persistent issues, including inconsistent guidance, ecosystem dependence, and accessibility barriers. Drawing on academic and commercial developments, the discussion highlights the growing burden on users who must authenticate across …

From Predictions To Explanations: Explainable Ai For Autism Diagnosis And Identification Of Critical Brain Regions: 18th International Joint Conference, Biostec 2025, Kush Gupta, Amir Aly, Emmanuel Ifeachor, Rohit Shankar

School of Engineering, Computing and Mathematics

Autism spectrum disorder (ASD) is a neurodevelopmentalcondition characterized by atypical brain maturation. However, the adaptationof transfer learning paradigms in machine learning for ASD researchremains notably limited. In this study, we propose a computeraideddiagnostic framework with two modules. This chapter presents atwo-module framework combining deep learning and explainable AI forASD diagnosis. The first module leverages a deep learning model finetunedthrough cross-domain transfer learning for ASD classification. Thesecond module focuses on interpreting the model’s decisions and identifyingcritical brain regions. To achieve this, we employed three explainableAI (XAI) techniques: saliency mapping, Gradient-weighted Class ActivationMapping, and SHapley Additive exPlanations (SHAP) analysis.This framework demonstrates that …

Heat Transfer From A Partially Buried Circular Cylinder In Oscillatory Flow, H. Thomas, R. Stuhlmeier, A. G.L. Borthwick, S. Michele

School of Engineering, Computing and Mathematics

With the growing abundance of man-made cylindrical structures located on or close to the seabed, it is important to be able to assess their potential environmental impact. Herein, a model is presented of the viscous-thermal boundary layer in the vicinity of a circular cylinder resting on, or partially buried in, an otherwise flat seabed. To model the influence of wave-induced motions near such a cylinder, we assume oscillatory flow in which the water particle displacements are small with respect to the cylinder radius. A perturbation expansion is utilised to derive solutions of the boundary layer equations, leading to analytical solutions …

Does In-Bed Cycling Delivered Within 48 Hours Of Mechanical Ventilation, Reduce The Occurrence Of Delirium In Critically Ill Patients: A Mixed-Methods Feasibility Randomised Controlled Trial Protocol, Jacqueline Bennion, Mark Hudson, Mary Hickson, Victoria Allgar, Bridie Kent, David Mcwilliams, Daniel Martin

Peninsula Medical School

Background: Delirium is a severe neuropsychiatric clinical state presenting as an acute onset of cognitive deficits. Patients receiving invasive mechanical ventilation (IMV), have the highest incidence (50%–80%) of delirium amongst patients admitted to intensive care units. Preliminary data indicates that early mobilisation is associated with reduced delirium in critically ill patients. However, definitive evidence is lacking. Current practice varies due to many barriers to patients, who require IMV, receiving early mobilisation interventions. In-bed cycling may address some of these barriers. This research aims to evaluate the feasibility and acceptability of early in-bed cycling to reduce delirium in critically ill patients. …

Microbial Collagenase Activity Is Linked To Oral–Gut Translocation In Advanced Chronic Liver Disease, Shen Jin, Aurelie Cenier, Daniela Wetzel, Bethlehem Arefaine, Mar Moreno-Gonzalez, Marilena Stamouli, Merianne Mohamad, Mariia Lupatsii, Emilio Ríos, Sunjae Lee, Ane Zamalloa, Shilpa Chokshi, Adil Mardinoglu, Saeed Shoaie, Naiara Beraza, Vishal C. Patel, Melanie Schirmer

Peninsula Medical School

Microbiome perturbations are associated with advanced chronic liver disease (ACLD), but how microorganisms contribute to disease mechanisms is unclear. Here we analysed metagenomes of paired saliva and faecal samples from an ACLD cohort of 86 individuals, plus 2 control groups of 52 healthy individuals and 14 patients with sepsis. We identified highly similar oral and gut bacterial strains, including Veillonella and Streptococcus spp., which increased in absolute abundance in the gut of patients with ACLD compared with controls. These microbial translocators uniquely share a prtC gene encoding a collagenase-like proteinase, and its faecal abundance was a robust ACLD biomarker (area …

Transforming The Public Plate: A Menu Of Options For Public Food Procurement That Nourishes People, Place And Planet, Leah Galvin, Emma-Kate Rose, Stephanie Godrich, Dheepa Jeyapalan, Joanna Horton

Research outputs 2022 to 2026

Public food procurement stands as one of the most powerful, yet chronically underutilised, policy levers available to Australian governments. Every day, publicly funded institutions – hospitals, residential aged care facilities, long day care, prisons, schools, defence facilities and community food programs – purchase and serve food to millions of Australians. These are not simply transactions. Collectively, these purchasing decisions shape production systems, supply chains, diets, livelihoods and environmental outcomes. They determine who thrives within our food system and who is left behind. Transforming the Public Plate is an Australian first. It provides the most comprehensive national picture to date of …

A Mass Cytometry-Based Blood Cell Phenotyping Workflow Enabling Inclusion Of Resource-Limited And Rural Sites In Immune System Studies, Natalie J. Smith, Michael Cohen, Lauren Tracey, Julie Alipaz, Christina Loh, David King, Neha Pulyani, Rebecca Auzins, Elin Gray, Sandra Taylor, Rajat Rai, Steven Kao, Barbara Fazekas De St Groth, Helen M. Mcguire

Research outputs 2022 to 2026

Insight into disease detection and treatment through comprehensive immune phenotyping relies on the generation of high-quality data. However, the execution of robust immune monitoring in clinical trials by flow cytometry is complex due to logistical challenges in sample preparation and reagent stability. These challenges are exacerbated when considering remote and rural communities in Australia, which are burdened by both an increased prevalence and a worse prognosis of many chronic and infectious pathologies. This is not unique to the Australian context as globally remote and rural communities are underrepresented in biomedical research studies, contributing to persistent health inequities. To address these …

Prevalence And Determinants Of Diabetes-Related Psychological Distress In A Tertiary Care Setting In Tamil Nadu: India: Cross-Sectional Study, Rohit Shankar, Samuel Tromans

Peninsula Medical School

BackgroundDiabetes distress, whereby people with diabetes experience distressing psychological symptoms associated with living with their condition, is an emerging problem in India. Diabetes distress leads to self-care deficits, suboptimal glycaemic control (which can lead to increasing risks of complications) and impaired quality of life.AimsTo determine the burden of diabetes distress and its associated factors in an Indian tertiary care centre in Trichy, Tamil Nadu, India, covering a population of 1.25 million.MethodThis prospective observational study involved a structured questionnaire covering demographic and clinical details, which was given to patients. The Diabetes Distress Scale 17 (DDS-17) was used to assess diabetes distress …

Association Between Protein Intake From Animal And Plant Sources And The Presence Of Frailty In Community-Dwelling Australian Women, Trent Bozanich, Jack Dalla Via, Simone Radavelli-Bagatini, Cassandra Smith, Elsa Dent, Anthony Villani, Robin M. Daly, Michael Tieland, Jonathan M. Hodgson, Kun Zhu, Richard L. Prince, Marc Sim

Research outputs 2022 to 2026

We investigated the cross-sectional association between total, animal and plant protein intake with the presence of a multidimensional measure of frailty in older women. Participants included 1380 community-dwelling Australian women, mean (SD) age 75.1 (2.7) years. A validated food frequency questionnaire was used to determine total, plant, and animal protein intake. Frailty was assessed using a frailty index across numerous health domains (scored 0–1, ≥0.25 indicating frailty). Cross-sectional associations were analysed using multivariable-adjusted logistic regression models. In total, 275 (19.9%) women were identified as frail. A non-linear inverse association was observed between higher intakes of total protein and the odds …

Association Of Source-Specific Nitrate Intake With Inflammation And Cardiometabolic Health: A Cross-Sectional Study, Carolyn J. English, Catherine P. Bondonno, Liezhou Zhong, Anna Lohning, Nicola P. Bondonno, Dianne P. Reidlinger

Research outputs 2022 to 2026

This study aimed to explore whether health effects of dietary nitrate depend on its source, by investigating associations between plant and animal-sourced dietary nitrate groups with markers of inflammation and CVD risk factors. Among 100 non-smoking adults (mean age 49 ± 13 years, 31% male), dietary nitrate intake was assessed using food frequency questionnaire (n=100) and 3-day food diary (n=89), combined with nitrate food composition databases. Nitrate intake was classified into plant, naturally occurring animal and additive-permitted meat-sourced groups. Associations between source-dependent nitrate intakes and lipoprotein-associated phospholipase A2 (Lp-PLA2), C-reactive protein (CRP), fasting plasma lipids, anthropometry, and blood pressure were …

Beyond The Pandemic: How Covid-19 Highlighted The Need For Cross-Sector Healthcare Solutions For Young Australians Living With Adversity, Ennur Erbasi, Shannon Muir, Karen Mclean

Research outputs 2022 to 2026

We explored the perceived impacts of the COVID-19 pandemic on health and healthcare access among young people living with significant adversity in Victoria, Australia, using a convergent parallel mixed-methods design. Guided by a pragmatism epistemology, fifty-seven purposively sampled Victorian adolescents aged 15–19 years with lived experience of adversity completed a primarily quantitative online survey, and eight also participated in semi-structured interviews. Descriptive quantitative results indicated that a greater proportion of participants rated their mental health as fair or poor during COVID-19 (69%) compared to before the pandemic (40%). Similarly, more participants rated their physical health as fair or poor during …

Cohort Profile: The Resilient Minds National Study Of Mental Health And Cognitive Resilience In Community Dwelling Adults Aged 18 To 93, Kaarin J. Anstey, Brooke Brady, Lidan Zheng, Jana Koch, Md Hamidul Huque, Michelle K. Lupton, Ralph Martins, Daniel Ashworth, Erin Goddard, Nikki Anne Wilson, Claudia M. Hillenbrand, Ralf B. Loeffler, Maria Markoulli, Arun V. Krishnan, Tanya Layton, Ranmalee Eramudugolla

Research outputs 2022 to 2026

Purpose: The Resilient Minds (ReMind) cohort was established to investigate cognitive and mental health resilience across the life course, addressing a gap in longitudinal evidence about resilience. The study collected data on traditional medical and lifestyle risk factors for chronic disease, genetics, and a range of mental health and cognitive outcomes. It also aimed to explore contemporary contextual influences on resilience, including internet use, social engagement, environmental exposures, and life course adversities such as perceived discrimination. Participants: The cohort included 1,640 adults aged 18–93 years, recruited through social media and community groups, to participate in a fully remote, two-year health …

Designing And Evaluating Quality Transdisciplinary Work-Integrated Learning: Insights Into Practice, Denise Jackson, Claire Lambert, Sonja Coetzee

Research outputs 2022 to 2026

Higher education’s role in fostering innovation and enacting social change is increasingly important. Transdisciplinary Work-Integrated Learning (TWIL) offers opportunities to prepare students to address societal issues by transcending disciplinary boundaries and collaboratively tackling real-world global challenges. While extensive literature exists on established WIL models, research on the critical aspects of designing, implementing and evaluating impactful TWIL activities remains scarce. This paper draws together insights from 15 TWIL academics across 14 Australian universities, highlighting important design elements such as training for small group collaboration, open-ended projects, design thinking, sustained mentorship and reciprocal partnerships. Emerging challenges related to online delivery, teamwork, scalability, …

Emerging Stronger From Challenging Times: How Servant Leaders Manage Workplace Spirituality And Employee Flourishing, Mahdi Vesal, Muhammad Aftab Alam

Research outputs 2022 to 2026

Business leaders, particularly in challenging times like the post-COVID era, grapple with fostering employee well-being and addressing spiritual needs. Our research explores the link between workplace spirituality—marked by meaningful work, community, and value alignment—and employee flourishing, with a focus on the role of servant leadership. Using self-determination theory, we analyzed survey data from SMEs in Iran and India, where employees navigated challenging times amid COVID-related difficulties. Study 1 (303 employees in 128 Iranian firms) found meaningful work and a sense of community positively influence employee flourishing, while value alignment has a curvilinear effect. Study 2 (215 senior Indian employees) replicated …

Multi-Scale Sensor-Aware Variational Autoencoders For Adaptive Iot Security: Integrating Drift Calibration And Cyberattack Detection, Md Kamal Hossain, Iftekhar Ahmad, Daryoush Habibi

Research outputs 2022 to 2026

Existing approaches to Industrial Internet of Things (IoT) anomaly detection treat sensor drift calibration and cyberattack detection as separate problems, overlooking their strong interdependence and the compound failure modes that arise when drift dynamics are exploited by stealthy adversaries. Industrial Internet of IoT sensor networks therefore require a unified framework that jointly models both phenomena. This paper proposes the first unified multi-scale sensor-aware variational autoencoder (MS-VAE) framework that jointly models sensor drift and malicious activity within shared latent representations, enabling integrated calibration and security monitoring. The framework introduces three key components: (i) a multi-scale latent architecture that captures short-term anomalies …

Music Teacher Wellbeing And Flourishing In Australian Primary Schools, Han Meng, Jason Goopy, Narelle Lemon

Research outputs 2022 to 2026

Teacher wellbeing is often generalised across roles, while a nuanced understanding of specialist teachers is often overlooked. This study used the positive psychology strengths-based PERMAH model to investigate factors that support wellbeing and flourishing of primary school music teachers in Australia and opportunities for growth. As part of a larger mixed-methods research project, data for this article were generated through interviews with 14 music teachers who deliver primary school class music and were analysed using reflexive thematic analysis. Findings indicated that music teacher wellbeing was promoted by joy derived from students’ learning, passion for teaching music, and recognition and support …

Nothing Else Matters: Why Relationships May Be Key To Establishing Healthy Eating Behaviours In Young Children, Therese A. O’Sullivan, Kathryn G. Di Candilo

Research outputs 2022 to 2026

Food is more than its nutritional components. It brings people together, and connects us to family, culture, and heritage. The development of eating habits and relationships with food begins in infancy and continues across the lifespan. Echoing the theme of Metallica’s 72 Seasons, which was being toured in Australia when this work was presented, experiences during the early years may shape later patterns of behaviour and identity. This can include mindsets around food and eating. This review aims to explore how early life parent/caregiver feeding practices may impact this development of children’s eating behaviours. A respectful and responsive approach to …

Practising Digital Product Passport For Circular Supply Chain: Ecosystem Orchestration Perspective, Martin Agyemang, Daniel Faibil, Richard Asante, Cristina Iodice

Research outputs 2022 to 2026

Digital product passports (DPP) are emerging as an important tool to support industries in realising circular supply chain (CSC) practices. However, small and medium-sized enterprises (SMEs) remain constrained by various challenges in implementing DPP. Therefore, using social practice theory and ecosystem orchestration perspective, the study identifies factors essential for DPP-enabled CSC implementation by SMEs. The study proposes an actionable framework to classify and operationalise these factors. We collected data from managers and analysed it using the Best–Worst Method and Fuzzy-DEMATEL to understand the interdependence, coordination and temporal adaptation of the factors. The findings show that material factors are particularly salient …

Protomix: Unified Prototype Learning For Semantic Change Detection In Remote Sensing, Hengzhi Chen, Kun Hu, Patrick Filippi, Wei Xiang, Thomas Francis Bishop, Zhiyong Wang

Research outputs 2022 to 2026

As an emerging topic, semantic change detection (SCD) in remote sensing aims to both identify the locations of changes before and after events and determine the land cover (LC) classes of changed regions. While deep learning has demonstrated its great potential for SCD, the following two fundamental challenges remain: large variations among the same LC class as well as close similarity between different LC classes, and the severe underutilization of massive unchanged regions, which dominate remote sensing scenes but lack detailed semantic annotations. To address these issues, we propose a novel prototype learning framework for SCD, namely ProtoMix, by leveraging …