Digital Commons Network^™

Shaping The Future Of Vertical Bone Augmentation: A Detailed Review Of Additive Manufacturing And 3d Biodegradable Scaffolds, Sleem Abdelstar Farag, Refaie Ahmed Omar, Salah A. Salman, Ahmed Barhoum, Gomaa A. Abdalla, Abdalla Abdal Hay Ali

Research Outputs: 2025-Present

Achieving effective alveolar bone augmentation in the vertical dimension presents a significant challenge in periodontal tissue regeneration, particularly for optimizing dental implant procedures. Sufficient alveolar bone height is crucial for successful implant placement. To achieve this, several surgical approaches—such as autologous bone block grafting, distraction osteogenesis, and guided bone regeneration (GBR)—are commonly used, often in combination with natural or synthetic grafting materials. However, these conventional methods face limitations, including morbidity, dimensional instability, structural weaknesses, handling difficulties, and high failure rates. Recent advancements in additive manufacturing, present innovative solutions by enabling the creation of 3D porous scaffolds with essential properties for …

Nominal Prices, Retail Investor Participation, And Return Momentum, Jun Du, Dashan Huang, Yu-Jane Liu, Yushui Shi, Avanidhar Subrahmanyam, Huacheng Zhang

Research Collection Lee Kong Chian School Of Business

We employ an identification strategy for retail participation to explore the link between return momentum and investing clientele. This scheme relies on strictly enforced round-lot rules in China, which financially constrain retail investors from participating in stocks with high nominal prices. We find that there is strong momentum in high-priced stocks, but no momentum on aggregate. This result supports the idea that noise trades of retail investors mask momentum, while other, more sophisticated investors contribute to momentum. We validate this notion by showing that retail investors with small (large) portfolios are less (more) prone to participating in stocks with high …

A Closer Look At The Innovator: The Interplay Between Divergent And Convergent Processes Of Self-Regulation, Ronald Bledow, Hye Jung Eun, Lien Vossaert

Research Collection Lee Kong Chian School Of Business

Creativity and innovation are essential for modern organizations. While abundant research has helped to better understand creativity in everyday work life, considerably less attention has been paid to how individuals achieve creative performance during the implementation of innovation projects. We articulate a dialectical interplay between divergent and convergent processes of self-regulation that supports creative performance in innovation projects. We propose that a divergent exploration orientation contributes to creative performance by inducing a broad search for novelty and by stimulating iteration—repeated cycles of experimentation and refinement. Convergent processes of self-regulation—outcome focus and planning—strengthen the relationship between divergent processes and creative performance. …

Can’T Get Work Off My Mind: The Effect Of Nonwork Goal Reflection On After-Work Rumination And Well-Being, Trevor A. Foulk, Min-Hsuan Tu, Michael Schaerer, Amber Johnson

Research Collection Lee Kong Chian School Of Business

Many employees lament that their inability to stop ruminating about work during nonwork time is one of their most significant work-related challenges, yet limited research has articulated actionable strategies to address this issue on a day-to-day basis. Integrating goal shielding theory with rumination theory, our model introduces nonwork goal reflection as a deliberate behavioral intervention employees can engage in to curtail work-related rumination, in a way that facilitates well-being during nonwork time. Specifically, we argue that engaging in nonwork goal reflection—where employees intentionally reflect on nonwork goals to be completed during their nonwork time—can curtail work-related rumination and is associated …

Bespoke Realized Volatility: Tailored Measures Of Risk For Volatility Prediction, Andrew John Patton, Haozhe Zhang

Research Collection School Of Economics

Standard realized volatility (RV) measures estimate the latent volatility of an asset price using high frequency data with no reference to how or where the estimate will subsequently be used. This paper presents methods for “tailoring” the estimate of volatility to the application in which it will be used. For example, if the volatility measure will be used in a specific parametric forecasting model, it may be possible to exploit that knowledge to construct a better measure of volatility. We use methods from machine learning to estimate optimal “bespoke” RVs for heterogeneous autoregressive (HAR) and GARCH-X forecasting applications. We apply …

The Smu Trade Dashboard: Tracking And Quantifying The Trump Ii Tariffs, Pao-Li Chang, Ruoqing Chen, Lin Ma

Research Collection School Of Economics

The SMU Trade Dashboard (https://economics.smu.edu.sg/soetrade/tr ade-dashboard), developed by the SMU Center for Research on International Trade, consists of Tariff Tracker and Trade Simulation functions. The Tariff Tracker allows users to track the tariff applicable to an HS 6-digit product or an ISIC 2-digit sector bymarkets and country origins. The Trade Simulation presents quantitative simulation results of the effects of Trump II tariffs (and the associated tariff responses by its trading partners) on trade flows, welfare, and wages. This companion paper documents the methodologies underlying the tariff data collection protocol and the structuralsimulation designs.

Financial Valuation Of Retirement Village Via Stochastic Modelling Of Disability Prevalence Rates, Jackie Li, Mingke Wang, Jia Liu, Jessica Wai Yin Leung

Research Collection School Of Economics

Global mortality rates continue to decline, and life expectancy continues its upward trend. Besides mortality levels, policymakers and providers of financial and health services would also be interested in disability prevalence and its potential future trajectories. The length of time in good health versus the duration with major disabilities or long-term illnesses has significant financial implications for both individuals and society. In this paper, we develop Bayesian common factor models to analyse Australian age- and sex-specific disability prevalence rates. In particular, there are one or more common factors shared by both sexes, as well as specific factors for each sex. …

Fixel-Based Analysis Of Pretreatment Mri Identifies White Matter Abnormalities In Pediatric Anti-Nmdar Encephalitis, Daniel Ackom, Janine Taitt-Tap, Scott A. Beardsley, Ricardo Vega, Alyssa Jobe, Andrew J. D. Crow, Brian Schmit, Lileth Mondok, Pradeep Javarayee

Biomedical Engineering Faculty Research and Publications

Anti-N-methyl-D-aspartate receptor (anti-NMDAR) encephalitis is an autoimmune disorder in which conventional MRI often appears normal, leading to clinical–radiologic dissociation and hindering early diagnosis and monitoring. We retrospectively studied five pediatric patients with anti-NMDAR encephalitis and compared their pretreatment diffusion MRI to age- and sex-matched controls. Using fixel-based analysis (FBA), we quantified tract-specific white matter abnormalities at the individual level. All patients showed significantly reduced fiber density and cross-section, with patterns ranging from focal to widespread involvement. In two patients, FBA abnormalities corresponded to seizure lateralization on EEG despite normal MRI, emphasizing FBA's added value in detecting seizure-concordant injury. One patient, …

Assessing Liver And Iron Markers In Steady State Pediatric Scd Patients To Ascertain The Hepatic Consequences Of Hemotransfusion: A Case-Control Study In Ghana, John Agyemang Sah, Stephen Twumasi, Allwell Adofo Ayirebi, Benedict Sackey, Enoch Odame Anto, Richard Vikpebah Duneeh, Ebenezer Senu, Veronica Barnor, David Boakye, Daniel Nii Martey Antonio, Wina Ivy Ofori Boadu

Research outputs 2022 to 2026

Background and Aims: Between 200,000 and 300,000 children with sickle cell disease (SCD) are born in Africa every year, with 75%–80% of these children living in sub-Saharan Africa. In newborns with SCD, significant iron accumulations may develop because of their increased risk of requiring multiple blood transfusions. This study aimed to assess the hepatic effects of hemotransfusion in pediatric SCD patients in steady state by measuring liver and iron markers. Methods: This case-control research enrolled 120 children with SCD and 60 children without SCD from the Asokwa Children's Hospital Sickle Cell Clinic and Child Welfare Clinic. Participants’ sociodemographic information, history …

Design, Testing, And Safety Performance Of Movable Guardrail Systems: A Prisma-Based Systematic Review, Navid Hashemi Taba, Ahdieh Sadat Khatavakhotan, Majid Tolouei-Rad

Research outputs 2022 to 2026

Movable guardrail systems are increasingly used in work zones, reversible lanes, and temporary traffic operations; however, evidence on their crashworthiness, material performance, and operational reliability remains dispersed across multiple design typologies and regulatory frameworks. This PRISMA-compliant systematic review synthesizes 78 studies involving full-scale crash tests, validated finite-element simulations, field performance evaluations, and compliance evaluations under MASH, EN 1317, NCHRP 350, and AS/NZS 3845.1. The findings indicate that modular rigid barriers reliably achieve TL-3/TL-4 performance when joint alignment and foundation conditions are properly controlled; semi-rigid steel systems provide a practical balance between containment capacity and redeployability, but remain sensitive to post …

Mango Fruit Set And Drop: A Comprehensive Review, Haider Ali, Zora Singh, Mekhala Dinushi Kananke Vithana, Jugpreet Singh, Alan Niscioli, Eben Afrifa-Yamoah, Andrew Woodward, Mahmood Ul Hasan, Aman Ullah Malik

Research outputs 2022 to 2026

Insufficient fruit set and excessive fruit drop are key challenges faced within the global mango (Mangifera indica L.) industry, affecting yield consistency and grower’s income as well as adversely impacting global mango trade. Rising temperature regimes and extreme weather events at critical stages of fruit set and development are among the primary driving factors behind these extremely devastating issues in the mango industry. Scientific interventions aimed at regulating fruit set and drop have become increasingly important. Inadequate pollination and fertilisation can also cause poor fruit set, whilst self-incompatibility and stenospermocarpy can cause fruit drop in mango. Mango fruit set and …

Physical Activity And Exercise Patterns Of Submariners In Land And Sea Environments, Benjamin Kirk, Georgios Mavropalias, Anthony Blazevich, Jodie Cochrane Wilkie, Aus Molan, Kazunori Nosaka

Research outputs 2022 to 2026

Introduction: Submarine environments pose unique challenges to maintaining physical activity and exercise routines due to confined spaces, demanding schedules, and limited resources. This study investigated submariners’ physical activity patterns, sleep quality, and perceived exercise barriers in both land- and sea-based settings, with the goal of informing targeted health interventions. Materials and Methods: Ethics approval was granted by the Defence Science and Technology Group and Edith Cowan University review panels. This cross-sectional study surveyed 21 Royal Australian Navy submariners (25-48 years; 18 male) using a modified version of the International Physical Activity Questionnaire. Participants reported weekly engagement in general physical activity …

Prescribing Tourism: Cultivating Positive Travel Experiences For Individuals With Health Conditions, Fangli Hu, Jun Wen, Sebastian Filep

Research outputs 2022 to 2026

Clinical evidence of tourism's health-related benefits for people with health conditions is notably scarce. Prescribing tourism, wherein medical professionals recommend engaging in tourism activities to enhance overall health and well-being, could offer unique insights into the tourism–health nexus. This paper adopted a conceptual approach, underpinned by a state-of-the-art literature review conducted in accordance with the PRISMA framework to identify knowledge gaps in the existing literature. This paper proposed prescribing tourism as a novel research agenda at the intersection of tourism and health, and further introduced it as a promising approach for people with health conditions, aiming to potentially minimise adverse …

Seeing Voices: A Dynamic, Interprofessional Approach To Teaching Performing Arts And Speech-Language Pathology Students About Vocal Anatomy And Physiology, Deborah Hersh, Luzita Fereday, Fiona Palmer, David Hall, Pedro Amarante Andrade, Priscilla Cornelius, Charn Nang, Jane White

Research outputs 2022 to 2026

Objectives: Seeing Voices was an interprofessional, technology-enabled, large-scale, teaching and learning event developed to address the need to improve voice students’ knowledge of laryngeal anatomy and physiology toward understanding and maintaining vocal health. Seeing Voices trialed a novel interprofessional educational approach, collected both quantitative and qualitative data about student experiences of laryngostroboscopic examination, and built a databank of laryngeal recordings for future student learning. Methods: Seeing Voices involved two 3-hour seminars in a large, university lecture space, run by an interprofessional team (speech-language pathologists, vocal coach, Ear Nose and Throat consultant) with quality equipment projecting laryngeal images to large screens …

A Joint Effort: Stakeholders' Perspectives Of Medication Management Reviews In Australian Residential Aged Care, Rajendra Gyawali, Marea O'Donnell, Rachel Jenkins, Amy D. Nguyen, Lalit Yadav, Rosemary Saunders, Fiona J. Clay, Johanna I. Westbrook, Karla Seaman, Magdalena Z. Raban

Research outputs 2022 to 2026

Objective: Residential Medication Management Review (RMMR) is a government-funded pharmacist-led service to address medication-related problems, such as polypharmacy, which are prevalent in aged care. Despite known benefits, concerns remain about the service's effective implementation to benefit residents. We aimed to explore stakeholders' perspectives of the service and identify challenges and improvement opportunities. Method: A qualitative study was conducted using individual interviews and focus groups with 21 stakeholders, including general practitioners (GPs), a nurse practitioner, registered nurses, pharmacists and consumers. Audio transcripts of the discussions were thematically analysed using inductive coding. Results: Seven interconnected themes were identified, highlighting complexities in RMMR …

Clinical Insights Into The Management Of Sleep Disturbances Within Cancer Care: A Qualitative Analysis, Sam Adams, Timothy D. Clay, Mitchell Turner, Christopher Kueh, Kelly Moes, Travis Cruickshank

Research outputs 2022 to 2026

Purpose: The present study aimed to gain a deeper understanding of how oncology healthcare professionals’ (HCPs) manage sleep disturbances. Methods: Semi-structured interviews were conducted with 10 oncology HCPs (medical oncologists, oncology nurse practitioners, clinical nurse consultants) working in metropolitan Perth, Western Australia. Reflexive thematic analysis was used to understand oncology HCPs’ perspectives on treating sleep disturbances, explore challenges and barriers to their management, as well as opportunities for improvement. Results: Four main themes were developed: (1) sleep disturbances are underreported and underassessed, (2) poor sleep can be difficult to manage, (3) limited capacity to address sleep issues, and (4) opportunities …

Comparing Methods For Measuring 210po In Seawater: Fe(Oh)3 Can Extract Less 210po Than Co-Apdc And Thus Overestimate Poc Export Fluxes, Harold Carrasco, J. Kirk Cochran, Beat Gasser, Inés Sanz-Alvarez, Montserrat Roca-Martí, Christina Heilbrun, Nicholas S. Fisher, Jana Friedrich, Pere Masqué

Research outputs 2022 to 2026

Over six decades of research, two methods have been used to extract the natural radionuclides ²¹⁰Pb and ²¹⁰Po from seawater- the precipitation of iron hydroxide (Fe(OH)3) and coagulation of cobalt ammonium pyrrolidine dithiocarbamate (Co-APDC). Although the two methods had been intercompared for ²¹⁰Pb and shown to agree, they were never intercompared for ²¹⁰Po until Roca-Martí et al. (2021) , in which only unfiltered samples were used. Here we document that Fe(OH)3 may be less effective in extracting ²¹⁰Po from a seawater sample than Co-APDC. We hypothesize that cycling of ²¹⁰Po through the marine food …

Dietary Flavonoid Intake And Psychological Well-Being – A Bidirectional Relationship, Alysha S. Thompson, Nicola P. Bondonno, Yan Lydia Liu, Farah Qureshi, Laura D. Kubzansky, Claudia Trudel-Fitzgerald, Julia K. Boehm, Eric B. Rimm, Aedín Cassidy

Research outputs 2022 to 2026

Background and aim: Higher dietary flavonoid intake has been associated with lower risks of mortality and major chronic disease, yet its relationship with psychological well-being (PWB), a key contributor to health and quality of life, remains unclear. This study aimed to investigate bidirectional associations between dietary flavonoid intake and two PWB facets: happiness (positive emotional state) and optimism (generalized expectation of positive outcomes). Specifically, we examined whether (1) overall flavonoid-rich dietary patterns (flavodiet score), (2) intake of specific flavonoid-rich foods, and (3) total flavonoid and subclass intakes were each associated with happiness and optimism over time. Methods: Data were drawn …

Mass Cytometry Workflow To Achieve High-Dimensional Immunophenotyping In Resource-Limited Or Decentralized Environments, Natalie 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 Mcguire

Research outputs 2022 to 2026

Globally, regional and remote communities are burdened by both an increased prevalence and worse prognosis of many infectious and chronic diseases. However, largely owing to logistical challenges, these communities are under-represented in clinical trials and research studies. As individuals from rural communities experience unique environmental exposures and risk factors for disease, immune phenotyping data collected from metropolitan populations may not be broadly generalizable. To address this, we present a workflow that enables the inclusion of resource-limited sites in high-parameter mass cytometry studies. In this approach, whole blood (WB) or peripheral blood mononuclear cells (PBMCs) are collected, stained fresh for surface …

Neutrophil Gelatinase-Associated Lipocalin And Neutrophil-To-Lymphocyte Ratio As Indicators Of Nephropathy In Type 2 Diabetic Mellitus Patients In Ghana: A Case-Control Study, Allwell Adofo Ayirebi, Wina Ivy Ofori Boadu, Stephen Twumasi, Samuel Kwarteng, Benedict Sackey, Lilian Antwi Boateng, Joseph Boachie, Samuel Essien-Baidoo, Daniel Nii Martey Antonio, John Agyemang Sah, Afua Marfowaa, Mayfair Adwapa Mpiani, Joachim Baba Domosie, Abiba Khalifah, Emmanuel Ekow Korsah, Ebenezer Senu, Eugene Arele Ansah, Joseph Yorke, Enoch Odame Anto

Research outputs 2022 to 2026

Introduction: Serum neutrophil gelatinase-associated lipocalin (sNGAL), a renal tubular marker, and neutrophil-to-lymphocyte ratio (NLR), a hematological inflammatory marker are two biomarkers that have recently received attention, because of their association with kidney disease. This study examined the diagnostic value sNGAL and NLR in type 2 diabetes mellitus (T2DM) patients with nephropathy. Materials and Methods: In this hospital-based case-control research, 97 T2DM participants and 70 healthy subjects were included. Participants' information was documented using a structured questionnaire and patient case records. Venous blood was drawn from each participant and early morning midstream urine samples were collected for blood and urine measurements …

Optimizing Agility Training In Team Sport Players—The Role Of Perception-Action Coupling: A Systematic Review With Multi-Level Meta-Analysis, Zhiwei Zhao, Yuhang Liu, Kai Xu

Research outputs 2022 to 2026

Agility, characterized by rapid whole-body movement in response to external stimuli, is a key performance determinant in team sports owing to its reliance on perception-action coupling. Despite its importance, existing evidence on training effects is disproportionately focused on change-of-direction ability, overlooking the perceptual-cognitive demands of true agility. This systematic review therefore sought to quantify the effects of agility-specific training, examine moderators and establish dose-response model in team-sport players, while accounting for perception-action coupling. Following PRISMA 2020 guidelines, systematic searches were conducted in Web of Science, Scopus and PubMed for peer-reviewed English-language studies. Risk of bias was appraised using a modified …

Pleural Metastases From Acral Lentiginous Melanoma Diagnosed By Medical Thoracoscopy, Ad Rian Chong, Khai Lip Ng, Nai-Chien Huan, Nur Husna Mohd Aminudin, Fazilah Hassan, Kasuma Mohamed Nordin

Research outputs 2022 to 2026

Acral lentiginous melanoma (ALM) with pleural metastases is rare and under-recognised. We report an 86-year-old woman with progressive dyspnoea and pleuritic chest pain. 18 months ago, she was diagnosed with stage IIC ALM of the right heel, and was treated with wide local excision, but she declined adjuvant therapy. Imaging demonstrated a large left pleural effusion with diffuse pleural thickening, pulmonary mass, and hepatic metastases. Brownish pleural fluid, along with thoracoscopic identification of multiple pigmented nodules, led to a histologically confirmed diagnosis. Talc pleurodesis was performed for symptom control, and best supportive care was pursued. This case highlights the diagnostic …

Work Challenges And Cancer-Related Cognitive Impairment: Level Of Education Accounts For Unmet Needs Beyond Cognitive Impairment Severity, Darren Haywood, Susan L. Rossell, Ashley Henneghan, Frank D. Baughman, Jennifer Haywood, Evan Dauer, Annika Hegde, Ahmed A. Moustafa, Nicolas H. Hart

Research outputs 2022 to 2026

Purpose: Cancer-related cognitive impairment (CRCI) can impact cancer survivors’ return to work and occupational functioning for many years following the completion of cancer treatment. Understanding the characteristics of CRCI-related occupational difficulties and unmet supportive care needs is critical for the development of effective interventions. Within occupational roles, a higher level of education is typically associated with greater cognitive load and different demands. The objective of this study was to examine whether the level of education accounted for CRCI-related (a) occupational difficulties and (b) occupational unmet supportive care needs, beyond the contributions of perceived cognitive functioning and employment level. Methods: A …

Does Genetic Testing Influence Outcomes: Early Experience In Melanoma Case Series, Ryan Reyes, George Skenteris, Stella Coker Watson Self Ph.D., Ms, Christine Marie-Gilligan Schammel, Steven D. Trocha

Faculty Publications

Background:

The treatment and prognosis of melanoma have historically been based on histologic stage and Breslow depth; however, due to the increase in surveillance, melanomas are being identified at an earlier stage and lower Breslow depth. Advances in genetic testing, such as Decision Dx®, mean that melanoma diagnostic decisions and prognosis can now be directed by genetics. The purpose of this project was to assess the influence of a Decision Dx® high-grade (Class 2A/B) classification on the treatment of melanoma patients at a regional medical center, particularly those not deemed high risk by conventional classification methods, including Breslow depth and …

From Damage Signals To Immune Modulators: Oxidized Lipids In Immunometabolic Inflammation, Neetu Srivastava, Xiaoxiao Wan

2020-Current year OA Pubs

Oxidized lipids, once viewed as byproducts of oxidative stress, are now recognized as critical mediators linking metabolism, redox imbalance, and immunity. Generated through enzymatic and nonenzymatic oxidation of polyunsaturated fatty acids, oxidized phospholipids, lipid aldehydes, and oxidized lipoproteins act as context-dependent signals regulating immune activation, resolution, and metabolic adaptation. In metabolic inflammation, these lipids engage scavenger and Toll-like receptors to influence macrophage polarization, dendritic-cell function, and T-cell differentiation. Their context and concentration determine whether oxidized lipids amplify inflammation or promote immune tolerance. Accumulation of these species connects oxidative stress to immune dysfunction, contributing to diseases, such as atherosclerosis, obesity, diabetes, …

Molecular Lung Imaging Following Exposure To Radiation Predicts Long-Term Survival In Rats, Anne V. Clough, Kathrina Mpala, Taheri Pardis, Laura Norwood Toro, Andreas M. Beyer, Tracy Gasperetti, Ming Zhao, Sarah Kerns, Heather A. Himburg, Said H. Audi

Mathematical and Statistical Science Faculty Research and Publications

Delayed effects of acute radiation exposure (DEARE), including radiation pneumonitis (lung-DEARE), develop weeks to months after radiation exposure. Pathway-targeted biomarkers that capture early oxidative stress and cell death could improve risk stratification and provide objective measures of mitigator efficacy. The objective was to test whether molecular lung imaging predicts long-term survival and mitigator response after irradiation. Rats received 13.5 Gy leg-out partial-body irradiation with a subset treated with the radiation-injury mitigator lisinopril. Rats underwent lung imaging at weeks 2 and 4 post-irradiation with ^99mTc-duramycin (cell death) and ^99mTc-HMPAO (oxidative stress). Plasma mitochondrial damage-associated molecular patterns (mtDAMPs) were also …

Accuracy And Reliability Of Artery-Vein Differentiation In Small-Field Macular Oct Angiography, Haneen Alfauri, Tugce Ilayda Turer, Cyriac Manjaly, Aditya Santoki, Senyue Hao, Marin Woronets, Chao Zhou, Rithwick Rajagopal

2020-Current year OA Pubs

PURPOSE: Accurate artery-vein (AV) differentiation in small-field macular optical coherence tomography angiography (OCTA) remains challenging due to a lack of standardized guidelines. We propose and validate criteria for

APPROACH: Small field-of-view (FOV) OCTA scans were analyzed using established AV criteria for large-field (

RESULTS: A total of 465 vessels from 20 healthy eyes were evaluated across 3 pseudo-branching orders using the criteria for OCTA. Annotators achieved high accuracy (95.1%, 92.3%) and strong intra/inter-rater reliability (

CONCLUSIONS: Accurate and reproducible AV labeling is feasible in

Comprehensively Evaluating The Perception Systems Of Autonomous Vehicles Against Hazards, Xiaodong Zhang, Jie Bao, Jianlei Chi, Jun Sun, Zijiang Yang

Research Collection School Of Computing and Information Systems

Perception systems are vital for the safety of autonomous driving. In complex autonomous driving scenarios, autonomous vehicles must overcome various natural hazards, such as heavy rain or raindrops on the camera lens. Therefore, it is essential to conduct comprehensive testing of the perception systems in autonomous vehicles against these hazards, as demanded by the regulatory agencies of many countries for human drivers. Since there are many hazard scenarios, each of which has multiple configurable parameters, the challenges are (1) how do we systematically and adequately test an autonomous vehicle against these hazard scenarios, with measurable outcome; and (2) how do …

Edgeclip: Injecting Edge-Awareness Into Visual-Language Models For Zero-Shot Semantic Segmentation, Jiaxiang Fang, Shiqiang Ma, Guihua Duan, Fei Guo, Shengfeng He

Research Collection School Of Computing and Information Systems

Effective segmentation of unseen categories in zero-shot semantic segmentation is hindered by models’ limited ability to interpret edges in unfamiliar contexts. In this paper, we propose EdgeCLIP, which addresses this by integrating CLIP with explicit edge-awareness. Based on the premise that edge variation patterns are similar across both seen and unseen class objects, EdgeCLIP introduces the Contextual Edge Sensing module. This module accurately discerns and utilizes edge information, which is crucial in complex border areas where conventional models struggle. Further, our Text-Guided Dense Feature Matching strategy precisely aligns text encodings with corresponding visual edge features, effectively distinguishing them from background …

A Knowledge Transfer-Based Membrane Evolutionary Algorithm For Solving Large-Scale Sorted Waste Collection Problem With Timeliness, Wenxue Zhang, Boquan Gao, Aldy Gunawan, Yunyun Niu, Jianhua Xiao

Research Collection School Of Computing and Information Systems

The sorted collection of municipal solid waste has emerged as an effective waste management strategy due to varying timeliness requirements across different waste types, giving rise to the critical research challenge of timeliness-based waste collection. While existing algorithms primarily focus on small-scale versions of this problem, solving large-scale timeliness-based waste collection problems remains particularly challenging. To tackle this issue, this paper proposes a knowledge transfer-based membrane evolutionary algorithm. Specifically, the original problem and simplified problem are constructed in different membranes respectively, and the knowledge transfer learning mechanism is incorporated into the membrane evolutionary algorithm, enabling effective information exchange between the …