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Leapp Writing Rubric, Chenell Loudermill, Tamar Greenwell Aug 2026

Leapp Writing Rubric, Chenell Loudermill, Tamar Greenwell

Purdue-LEaPP Assessment Toolkit

The LEaPP Writing Rubric can be used to assess foundational and compositional writing skills for all learners. Foundational skills that are assessed include capitalization, spacing, punctuation, and spelling. Compositional skills that are assessed include writing purpose, topic maintenance, vocabulary, sentence structure, grammar usage, and organization. This rubric allows an educator to quantify and categorize a learner’s writing skills as poor, emerging, developing or consistent. It can be tailored for use with any writing sample at the sentence, single paragraph, or essay level. This document contains directions for use and a brief scoring guide.


Leapp Decoding Screener, Chenell Loudermill, Tamar Greenwell Aug 2026

Leapp Decoding Screener, Chenell Loudermill, Tamar Greenwell

Purdue-LEaPP Assessment Toolkit

The LEaPP Decoding Screener is an educational tool to systematically map a learner's phoneme/grapheme knowledge and decoding skills along a progression. The screener starts with establishing phoneme/grapheme knowledge and continues to word level decoding skills from basic to advanced. The screener can be used in part or whole and can be repeated as needed for progress monitoring. Tables for data analysis are provided. Data from the decoding screener can be mapped to the scope and sequence progress monitoring form to help determine point of instruction.


Leapp Basic And Advanced Spelling Inventories, Chenell Loudermill, Tamar Greenwell Aug 2026

Leapp Basic And Advanced Spelling Inventories, Chenell Loudermill, Tamar Greenwell

Purdue-LEaPP Assessment Toolkit

The LEaPP Basic and Advanced Spelling Inventories are educational tools to systematically map and track a learner’s ability to encode words containing spelling features along a progression. The Basic screener starts with single graphemes and closed syllable words and moves through additional concepts such as digraphs, blends, VCe, vocalic r, basic vowel teams, and basic roots and affixes. The Advanced screener starts with beginning advanced code such as blends and moves through additional advanced concepts such as vocalic r, vowel teams, diphthongs, complex consonants, roots, affixes, and syllable junctures. The screeners can be used in part or whole and can …


Analysis Of The Cannabinoid Compositions, Byproducts And Heavy Metals In Unregulated Cannabinoid Products By Hplc-Ms/Icp-Ms, Simone K. Melle Aug 2026

Analysis Of The Cannabinoid Compositions, Byproducts And Heavy Metals In Unregulated Cannabinoid Products By Hplc-Ms/Icp-Ms, Simone K. Melle

All NMU Master's Theses

The rapid expansion of unregulated hemp-derived products has created a need for analytical methods that characterize both cannabinoid composition and contaminant occurrence. This thesis used liquid chromatography-tandem mass spectrometry (LC-MS/MS) to quantify cannabidiol (CBD), Δ8-tetrahydrocannabinol (Δ8-THC), and Δ9-tetrahydrocannabinol (Δ9-THC), and inductively coupled plasma mass spectrometry (ICP-MS) to measure Al, As, Cd, Cr, Cu, Fe, Mg, Ni, Pb, and Zn in commercial hemp-derived products, laboratory-prepared hemp oils, cultivated hemp tissues, extracted material, and post-harvest soil. Commercial products showed wide cannabinoid variability, with several samples containing more than one target cannabinoid, while laboratory-prepared plant oils showed a more consistent profile dominated by …


The History Of Poro College From 1902-1965, Chajuana V. Trawick Ferguson Aug 2026

The History Of Poro College From 1902-1965, Chajuana V. Trawick Ferguson

Dissertations

This study investigates the development, operation, decline, and historical erasure of Poro College, the first multimillion‑dollar, minority‑owned higher education institution and vertical beauty‑culture enterprise, founded by Annie Turnbo Malone in St. Louis, Missouri. Drawing on Poro College documents, Black newspaper archives, National Trust for Historic Preservation records, and interviews with individuals knowledgeable about the institution, the research addresses four central questions: how Poro College was developed; its impact on students, employees, and the surrounding community; its relevance for current and future minority women educators and entrepreneurs; and the factors that contributed to its closure and eventual demolition. Evidence from the …


Parkinson's Disease: Immunometabolic Control Points Across Neural, Vascular, And Peripheral Systems, Y Narvaez Irizarry Felix, Alondr M. Bermudez Adorno, Boris Ermolinsky, Lilia Kucheryavykh, Mikhail Inyushin Aug 2026

Parkinson's Disease: Immunometabolic Control Points Across Neural, Vascular, And Peripheral Systems, Y Narvaez Irizarry Felix, Alondr M. Bermudez Adorno, Boris Ermolinsky, Lilia Kucheryavykh, Mikhail Inyushin

School of Integrative Biological & Chemical Sciences Faculty Publications

Parkinson's disease (PD) is a progressive neurodegenerative disorder most associated with degeneration of dopaminergic neurons in the substantia nigra pars compacta. Increasing clinical and experimental evidence, however, indicates that PD is a multisystem disease in which immune, metabolic, vascular, and peripheral nervous system dysfunction precede and shape motor circuit failure. Nonmotor manifestations, including olfactory impairment, sleep and autonomic disturbances, gastrointestinal dysfunction, and cognitive decline, often arise years before motor diagnosis, highlighting pathogenic mechanisms beyond dopamine deficiency alone. In this review, we synthesize evidence supporting the view that PD represents a disorder of chronic immunometabolic dysregulation rather than isolated neuronal loss. …


Effective Data Augmentation Strategies For Small Object Detection, Tarek Aziz Aug 2026

Effective Data Augmentation Strategies For Small Object Detection, Tarek Aziz

All Theses

Data augmentation remains the most effective method of improving object detection, particularly in scenes where small objects dominate, and the annotated datasets are small. While geometric augmentation techniques such as flipping, cropping, and photometric augmentations such as brightness, color jittering adjustments, and content-level augmentations such as mix-up and copy-paste augmentation have proved useful, current research suggests the viability of learned augmentation policies, instance-level generative augmentations, and diffusion-based augmentations. Here, we present a structured comparison of the augmentation methods on the YOLO11m detector, focusing particularly on the detection of small objects on the SODA-D dataset. We benchmarked the standard YOLO11m model …


Commitment To Community (2026), University Of Dayton. Campus Ministry, University Of Dayton. Student Development Aug 2026

Commitment To Community (2026), University Of Dayton. Campus Ministry, University Of Dayton. Student Development

Student Development Documents

Catholic Marianist vision of education makes the University of Dayton community unique. It shapes the warmth of welcome we experience and the family spirit we treasure. It calls us — across a variety of faith traditions and perspectives — to a learning and working environment where faith and life are integrated. It challenges us to take up the hard work necessary to build the spiritual, moral, physical and social dimensions of our community.

Behavior, expectations, policies and relationships at UD are guided by the Catholic moral tradition. This Commitment to Community highlights three Catholic Marianist principles for learning, working and …


Recover Well: Reducing Readmissions Through Nurse-Led Follow-Up After Urologic Surgery – A Quality Improvement Project, Candace Brigette Mike Aug 2026

Recover Well: Reducing Readmissions Through Nurse-Led Follow-Up After Urologic Surgery – A Quality Improvement Project, Candace Brigette Mike

Doctor of Nursing Practice Projects

Hospital readmissions within 30 days following urologic surgeries are often associated with catheter complications, infections, poor pain management, and limited patient understanding of discharge instructions and therefore represent a significant quality and safety concern for patients and institutions alike. The purpose of this quality improvement project was to evaluate whether implementing structured, nurse-led telephone follow-up in conjunction with standard discharge education reduced unplanned 30-day hospital readmissions among adult patients undergoing urologic surgery. Guided by the Logic Model framework, this project used a quasi-experimental, two-group pre- and post-intervention design to compare outcomes at a high-volume outpatient urology clinic in Houston, Texas. …


Utilization Of An On-Site Primary Care Clinic – An Evaluation, Joulvous Jarvis Drake Aug 2026

Utilization Of An On-Site Primary Care Clinic – An Evaluation, Joulvous Jarvis Drake

Doctor of Nursing Practice Projects

Background: Employers incorporate on-site primary care clinics into their workplace health strategies to improve employees’ access to timely care and chronic disease management and reduce absenteeism and healthcare-related costs. Yet despite the demonstrated organizational and health benefits, many worksite clinics experience lower-than-expected utilization. Purpose: This evaluation project aimed to identify the behavioral and structural factors that influenced employee utilization of a corporate on-site primary care clinic. Method: A quantitative, cross-sectional design was used to evaluate the factors contributing to employees’ low utilization of the on-site primary care clinic. Approximately 1,000 eligible full-time employees at a large corporate campus in Texas …


Light & Faith: August 2026, Taylor University Aug 2026

Light & Faith: August 2026, Taylor University

Light & Faith

No abstract provided.


Isolation, Identification, And Enzymatic Screening Of Fungi From Utah Dryland Soils For Industrial And Waste Valorization Applications, Jessica Lorena Silva Cuero Aug 2026

Isolation, Identification, And Enzymatic Screening Of Fungi From Utah Dryland Soils For Industrial And Waste Valorization Applications, Jessica Lorena Silva Cuero

All Graduate Reports and Creative Projects, Fall 2023 to Present

Agricultural waste accumulation presents environmental challenges but also opportunities for biological valorization into value-added products. Fungi are particularly well-suited for this purpose due to their capacity to produce extracellular enzymes involved in the degradation of complex organic substrates. Dryland ecosystems represent a promising source for bioprospecting microbes capable of producing such enzymes. Drylands harbor a high diversity of extremophilic microorganisms that can withstand harsh conditions, extreme heat, UV, and low nutrients using unique adaptations. This suggests that these microbes are resilient and capable of surviving under varying conditions and still produce enzymes for biotransformation. The objective of this study was …


Content Mapping: An Experimental Analysis Of Missing Message Content, Jeannette Sutton Aug 2026

Content Mapping: An Experimental Analysis Of Missing Message Content, Jeannette Sutton

Emergency Preparedness, Homeland Security, and Cybersecurity Faculty Scholarship

The Warning-Response Model recommends the inclusion of five key content areas in warning messages to reduce information seeking that can lead to warning response delay: the message source, hazard (including its impact), affected location, recommended guidance, and time. Research has found that complete messages, that is, those that include all of five recommended content areas, help people make decisions about the protective actions they may take.  Unfortunately, a large majority of WEA messages omit information from one or more of the recommended content areas. This study examined the impact of omitting each of the five recommended content areas on message …


Dynamics Of High-Growth Young Firms And The Role Of Venture Capitalists, Yoshiki Ando Aug 2026

Dynamics Of High-Growth Young Firms And The Role Of Venture Capitalists, Yoshiki Ando

Research Collection School Of Economics

Motivated by the substantial growth and upfront investments of venture capital (VC)-backed firms observed in administrative US Census data, this study develops a life-cycle firm dynamics model. In the model, startups choose the source of financing from VC, angel investors, or banks, depending on their growth potential, and invest in innovation. The calibrated model explains the life-cycle dynamics of firms with different sources of financing and suggests that venture capitalists' managerial advice accounts for around 22% of the growth in VC-backed firms. A counterfactual economy without VC financing would experience an aggregate consumption loss of around 0.46%.


Semiparametric Cointegrating Rank Selection For Curved Cross-Section Time Series, Peter C. B. Phillips Aug 2026

Semiparametric Cointegrating Rank Selection For Curved Cross-Section Time Series, Peter C. B. Phillips

Research Collection School Of Economics

Cointegrating rank selection is studied in a function space reduced rank regression where the data are time series of cross-section curves. Consistent cointegrating rank estimation is developed using information criteria extended to curve time series environments. The asymptotic theory involves two-parameter Gaussian processes that generalise the standard limit processes involved in cointegrating regressions. Simulations provide evidence of the effectiveness of consistent rank selection by the BIC criterion and the tendency of AIC to overestimate order as in standard lag order selection in autoregression, as well as in reduced rank regression with multiple time series.


Effective Strategies For Accessing Capital For Startup Agricultural Entrepreneurs In St. Vincent And The Grenadines, Tonya Pompey Aug 2026

Effective Strategies For Accessing Capital For Startup Agricultural Entrepreneurs In St. Vincent And The Grenadines, Tonya Pompey

Walden Dissertations and Doctoral Studies

Limited access to capital is a significant barrier to market entry and long term sustainability in the agricultural industry. Agricultural business owners consistently identify capital constraints as the leading predictor of startup failure. Grounded in institutional theory, the purpose of this qualitative pragmatic inquiry was to identify and explore effective strategies that agricultural startup business owners used to access capital for market entry and business sustainability. The participants were six agricultural startup entrepreneurs in St. Vincent and the Grenadines (SVG) who used effective strategies to access capital for market entry and sustained business operations for at least 2 years. Data …


Effective Strategies To Improve Ai Governance And Regulatory Compliance, Mursal Haroon Aug 2026

Effective Strategies To Improve Ai Governance And Regulatory Compliance, Mursal Haroon

Walden Dissertations and Doctoral Studies

Senior business leaders across sectors face increasing risks because many organizations lack effective strategies to ensure transparency and regulatory accountability in artificial intelligence (AI) governance. This problem is critical for industry leaders who rely on transparent and compliant AI systems to protect consumers and maintain operational stability. Grounded in the ethical usage of AI systems, the purpose of this qualitative pragmatic study was to explore effective strategies senior business leaders use to improve transparency and regulatory accountability in AI governance. The participants were six senior business leaders in the United States who successfully implemented such strategies. Data were collected through …


Staff Education To Improve Provider Knowledge Of Marijuana Use And Mental Health In A Community Mental Health Setting, Kalubi Florence Muganguzi Aug 2026

Staff Education To Improve Provider Knowledge Of Marijuana Use And Mental Health In A Community Mental Health Setting, Kalubi Florence Muganguzi

Walden Dissertations and Doctoral Studies

This staff education doctoral project addressed a practice gap in provider knowledge, confidence, and consistency when assessing, educating, and documenting marijuana use among patients receiving mental health services. The practice-focused question was the following: For staff in a community mental health setting, does a structured staff education intervention on marijuana use and mental health improve knowledge and confidence related to assessment, patient education, documentation, and psychotropic treatment monitoring? The purpose was to translate current evidence into a practical education session, screening guidance, patient counseling points, and documentation prompts. The evidence base included 10 peer-reviewed articles addressing cannabis use, mental health …


When Your Neighbours Are A Reminder Of Your Ageing, Cynthia Tan, Yi Wen (Chen Yiwen) Tan Aug 2026

When Your Neighbours Are A Reminder Of Your Ageing, Cynthia Tan, Yi Wen (Chen Yiwen) Tan

ROSA Journal Articles and Publications

In a commentary, Cynthia Tan, a retired senior corporate leader, and Tan Yi Wen, a Senior Research Fellow at SMU’s Centre for Research on Successful Ageing (ROSA), questioned whether the low demand for community care apartments is because seniors do not want only other seniors for company. They noted that most older people do not spend their days dwelling on ageing until everyone around them reminds them that they are growing old. They added that prolonged exposure to such an environment may carry subtle emotional and psychological consequences. Citing a national survey by ROSA, the writers mentioned that eight in …


How Establishing "Duration Of Treatment" Guidelines Shortens Workers' Compensation Cases, Annette Marie Smith M.D. Aug 2026

How Establishing "Duration Of Treatment" Guidelines Shortens Workers' Compensation Cases, Annette Marie Smith M.D.

Electronic Theses, Projects, and Dissertations

Jobs provide financial security for individual workers and their families in the community until a worker gets hurt on the job, and then things are up in the air until their workers’ compensation claim is approved. It is a well-known fact within the workers compensation literature that one third of all workers’ compensation (WC) claims are “low back sprains and strains” which are the leading cause of global disability (Ummey, 2023). This project proposed to explore the relationship of x-ray and MRI result interpretations by the physician and standardize the duration of treatment with a physical therapist and new concept …


Thermal Conversion Of Cotton Gin Byproducts Into Liquid Fuels And High-Value Chemicals, Emmanuel Asare Aug 2026

Thermal Conversion Of Cotton Gin Byproducts Into Liquid Fuels And High-Value Chemicals, Emmanuel Asare

Mechanical Engineering Theses

In this study, we performed fast pyrolysis, catalytic fast pyrolysis (CFP), and catalytic hydropyrolysis (CHP) of cotton gin byproducts (CGB) to investigate their conversion into hydrocarbon-rich liquid fuels and high-value aromatic chemicals. Five CGB fractions (CC1, CC2, SM, TM, and FCGB) were collected from different stages of cotton ginning operation and characterized by proximate, ultimate, and higher heating value (HHV) analysis. The feedstocks contained 41.5 44.8 wt.% carbon, 54.2–58.5 wt.% volatile matter, 6.0–15 wt.% ash, and higher heating values of 15.2–16.8 MJ kg⁻¹. All pyrolysis experiments were performed using a Pyroprobe 5200 coupled with GC-MS/FID, while catalyst loading, hydrogen pressure, …


Quality Improvement Initiative To Improve Adherence To Ob Hemorrhage Policy And Standardize Pitocin Administration During Cesarean Sections To Reduce Postpartum Hemorrhage Risk, Lauren R. Litz, Monica Blauser Aug 2026

Quality Improvement Initiative To Improve Adherence To Ob Hemorrhage Policy And Standardize Pitocin Administration During Cesarean Sections To Reduce Postpartum Hemorrhage Risk, Lauren R. Litz, Monica Blauser

Doctor of Nurse Anesthesia Practice (DNAP) Manuscripts

Postpartum hemorrhage remains a leading cause of maternal morbidity and mortality, and Pitocin administration is an important component of hemorrhage prevention and management during cesarean delivery. Variation in Pitocin timing, dosing, method of administration, and adherence to evidence-based recommendations may compromise patient safety and create barriers to standardized obstetric anesthesia care. The purpose of this Doctorate of Nurse Anesthesia Practice quality improvement project was to evaluate current anesthesia provider practices for Pitocin administration during cesarean delivery, compare observed practices with the California Maternal Quality Care Collaborative hemorrhage toolkit and Society for Obstetric Anesthesia and Perinatology Enhanced Recovery After Cesarean recommendations, …


Enhancing Patient Outcomes In Obstetric Neuraxial Anesthesia: Evaluation Of A Structured Documentation Tool For Post-Dural Puncture Headache Tracking (Pdph), Jacqueline Saldana Tovar, Ahmad Hasaan Aug 2026

Enhancing Patient Outcomes In Obstetric Neuraxial Anesthesia: Evaluation Of A Structured Documentation Tool For Post-Dural Puncture Headache Tracking (Pdph), Jacqueline Saldana Tovar, Ahmad Hasaan

Doctor of Nurse Anesthesia Practice (DNAP) Manuscripts

The purpose of this Doctor of Nursing Practice (DNP) project is to evaluate the incidence, management, and practice variation of post-dural puncture headache (PDPH) in an obstetric population using retrospective data from standardized follow-up tools. The project aims to identify inconsistencies in procedural techniques, documentation practices, and adherence to evidence-based guidelines across anesthesia provider levels. By analyzing key clinical variables and patient outcomes, this project seeks to identify gaps in current practice, improve data reliability, and support the development of standardized protocols for PDPH assessment and management. Ultimately, the goal is to enhance quality of care, promote evidence-based decision-making, and …


Enhancing Sbar Documentation And Telecommunication Between Nursing And Anesthesia Teams In The Obstetric And Labor And Delivery Unit, Apollonia C. Anderson, Celeste Meda Aug 2026

Enhancing Sbar Documentation And Telecommunication Between Nursing And Anesthesia Teams In The Obstetric And Labor And Delivery Unit, Apollonia C. Anderson, Celeste Meda

Doctor of Nurse Anesthesia Practice (DNAP) Manuscripts

Effective communication during obstetric handoffs is essential for promoting maternal and neonatal safety, yet communication failures remain a significant contributor to adverse events due to inconsistent and unstructured handoff practices. This Doctor of Nursing Anesthesia Practice (DNAP) quality improvement project was developed following the recommendations of the 2025 DNAP project, which implemented the OB/L&D-specific SBAR tool. This project evaluated the use of this communication tool in areas of OB interdisciplinary team communication accuracy, efficiency, and collaboration, particularly during obstetric epidural requests within a community-based labor and delivery unit. Guided by the Plan-Do-Study-Act (PDSA) framework (Institute for Healthcare Improvement, 2020). Utilized …


A Design Guide For Extreme Heat In Play Environments: Exploring Landscape Architecture Strategies, Amy Elise Guenther Aug 2026

A Design Guide For Extreme Heat In Play Environments: Exploring Landscape Architecture Strategies, Amy Elise Guenther

All Graduate Reports and Creative Projects, Fall 2023 to Present

Urban heat is a rising concern and is affecting vulnerable populations such as our youth. A particular concern is exposure to extremely high temperatures on playgrounds – an environment that is meant to be safe for children even in extreme weather conditions. There has been an increase in many impervious surfaces such as concrete and asphalt in urban areas. These surfaces absorb solar radiation, which contributes to the heat island effect. These same surfaces are in and around playground areas, which are contributing to the extreme heat felt within these play environments. Therefore, requiring intervention to help mitigate the effects …


Sex Buying, Sex Trafficking, And Organized Crime: Introduction To A Special Issue, Marcel Van Der Watt, John A. Winterdyk Aug 2026

Sex Buying, Sex Trafficking, And Organized Crime: Introduction To A Special Issue, Marcel Van Der Watt, John A. Winterdyk

Dignity: A Journal of Analysis of Exploitation and Violence

No abstract provided.


Disrupting Transnational Human Trafficking Networks: A Practitioner's Perspective On Intelligence-Driven, Offender-Focused Strategies, Rochelle Keyhan Aug 2026

Disrupting Transnational Human Trafficking Networks: A Practitioner's Perspective On Intelligence-Driven, Offender-Focused Strategies, Rochelle Keyhan

Dignity: A Journal of Analysis of Exploitation and Violence

This article examines human trafficking through the lens of organized crime and explores how this perspective can be applied to contemporary trafficking cases in the United States. While trafficking is often prosecuted as an isolated criminal act, many incidents are linked to larger transnational and domestic organized crime networks. The discussion highlights the activities of notorious syndicates, including international cartels, street gangs, and well-funded networks of sex buyers, demonstrating how these entities exploit vulnerable populations for profit. Reframing human trafficking as a sector within organized crime shifts investigative and prosecutorial strategies away from victim-dependent models, which often require survivors to …


The Confluence Of Conflict-Induced Vulnerability, Organized Crime, And Sex Trafficking In Receiving States: A South African Civil Society Perspective, Monique Emser Aug 2026

The Confluence Of Conflict-Induced Vulnerability, Organized Crime, And Sex Trafficking In Receiving States: A South African Civil Society Perspective, Monique Emser

Dignity: A Journal of Analysis of Exploitation and Violence

The crime-conflict nexus has been well-documented in conflict-affected and post-conflict states. Criminal networks make use of manifold methods and strategies to exploit individual and structural vulnerabilities, particularly those affected by war, displacement, and precarious migration journeys, forming the backbone of most conflict-induced trafficking ecosystems, whether in countries of origin, transit, or receipt. This article examines the intersection of sex trafficking, diaspora communities, and organized crime within South Africa as a receiving state from a civil society perspective. It underscores the deficiencies in traditional, reductionist, enforcement-based approaches to counter-trafficking by the state, where nested subsystems, such as those produced by endemic …


Behind The Screen: Online Sex Buyer Networks And The Organized Criminal Promotion Of Exploitation, Ava Kamdem, Vanessa Bouché, Ben Silver, Nick Freeman, Justin Euteneier Aug 2026

Behind The Screen: Online Sex Buyer Networks And The Organized Criminal Promotion Of Exploitation, Ava Kamdem, Vanessa Bouché, Ben Silver, Nick Freeman, Justin Euteneier

Dignity: A Journal of Analysis of Exploitation and Violence

This study investigates the extent to which online sex buyer communities in the United States function as organized criminal networks pursuant to the United Nations Convention against Transnational Organized Crime’s definition of organized criminal groups. Drawing from theories of organized crime, social network analysis, and digital ecosystems, we conceptualize sex buyers not as isolated actors but as participants in coordinated, mutually reinforcing networks that share information to facilitate exploitation, mitigate risk, and sustain criminal behavior. To test this framework, we scraped over 1.2 million posts from a publicly accessible sex buyer forum, comprising 72,974 unique users and nearly 800,000 direct …


Advancing The Hardware Realization Of Swinir Functions, Samuel Opoku Aboagye Aug 2026

Advancing The Hardware Realization Of Swinir Functions, Samuel Opoku Aboagye

All Dissertations

Image enhancement is a critical component of modern intelligent systems, including medical imaging, remote sensing, autonomous navigation, surveillance, industrial inspection, and lowlight vision applications. Recent transformer-based image restoration networks have demonstrated significant improvements over traditional convolutional approaches by leveraging self-attention mechanisms to capture long-range feature dependencies. The computationally intensive attention mechanism is typically executed prior to later convolution and reconstruction stages. Among these architectures, SWINIR has emerged as a state-of-the-art framework for image restoration and super-resolution. However, the computational complexity of transformer operations, present significant challenges for deployment on resource-constrained FPGA (Field Programmable Gate Array) platforms.

This dissertation investigated hardware-efficient …