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Renato Busatto, PhD
Norwich, UK ✉-- linkedin.com/in/rbusatto
SUMMARY
I am a Senior Computer Vision Engineer with a PhD in Computer Vision and Machine Learning from the University of East Anglia.
Currently working at Pix Force, I lead the development of innovative machine learning solutions for geospatial data, including the
integration of computer vision models for 3D point cloud generation using 360º imagery and LIDAR. My expertise includes advanced
computer vision techniques, neural networks, and creating machine learning training datasets, with strong proficiency in Python,
PyTorch, and TensorFlow. I have a proven track record in developing and refining models for semantic segmentation and object
detection, particularly in the context of aiding navigation for visually impaired individuals.
EDUCATION
Doctor of Philosophy - PhD, Computer Science
Sep 2015 – Mar 2023
Computer Vision & Machine Learning • University of East Anglia • Norwich, UK
• PhD Thesis: Vision-based geolocation methods to assist outdoor navigation of persons with visual impairment
• During my PhD, I explored leveraging computer vision to improve geolocation accuracy, aiding outdoor navigation for people with
visual impairment. I introduced HLoc+SV, a method achieving a mean geolocation error of 0.77 m, significantly improving the
smartphone GNSS geolocation accuracy. Additionally, I proposed an alternative approach for GNSS-unreliable scenarios,
incorporating GMCP-based image retrieval and SQI illuminance normalisation. My study also explored illuminant impact analysis and
highlighted the effectiveness of MSER combined with SQI and Sieve in enhancing street view image matching.
• Tools and Technologies: Structure-from-Motion (SfM), COLMAP, PyTorch, TensorFlow, OpenCV, Python, MATLAB
Master of Science - MS, Unfinished, Computer Science
Jan 2014 – Sep 2015
Computer Vision & Machine Learning • Federal University of Ceará • Fortaleza, Brazil
Bachelor of Science - BS, Computer Science
Jan 2008 – Dec 2011
Federal University of Ceará • Fortaleza, Brazil
Technician - T Level, Computer Software Technology
Jan 2007 – Dec 2008
Federal Institute of Education, Science and Technology of Ceará (IFCE) • Fortaleza, Brazil
PUBLICATIONS
R. Busatto, ‘Vision-based geolocation methods to assist outdoor navigation of persons with visual impairment,’ PhD thesis, University
of East Anglia, United Kingdom, 2024.
R. Busatto and R. Harvey, ‘Outdoor Navigation Assistants for Visually Impaired Persons: Problems and Challenges,’ Journal on
Technology and Persons with Disabilities, vol. 10, pp. 184–205, 2022.
A. R. Façanha, R. B. Figueiredo, and P. do C. Félix, ‘Procedimentos para a análise de acessibilidade de sites,’ in Congresso Tecnológico TI e
Telecom InfoBrasil, Fortaleza, Brazil, p. 6, 2011.
L. S. Lima, R. B. Figueiredo, and A. R. Façanha, ‘LêBraille: Software para aprendizado e alfabetização Braille,’ in Computer on the Beach,
Florianópolis, Brazil: Universidade do Vale do Itajaí, 2011.
EXPERIENCE
Senior Computer Vision Engineer
Pix Force • Norwich, UK (Remote)
May 2024 – Present
• As a member of the R&D team, I develop cutting-edge machine learning solutions for industrial applications, with focus on geospatial
data. My key responsibilities include creating and refining computer vision models for semantic segmentation and object detection.
• Currently, I'm spearheading the development of a model for facade segmentation on 360º images from Ladybug5+, which integrates
with LIDAR to produce detailed 3D point clouds.
• Experience with Computer Vision, Neural Networks, Geoprocessing, Python, PyTorch, TensorFlow, Microsoft Azure.
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Web Application Specialist
Norwich Bioscience Institutes Partnership • Norwich, UK
Jul 2023 – May 2024
• Web developer for HR, finance, and other admin systems developed in-house. Experience with Vue.js, JavaScript, PHP, Classic ASP.
Assistant Teacher
University of East Anglia • Norwich, UK
Oct 2022 – Dec 2022
• Lab assistant for the Database module, covering: Relational model, SQL, Python, ER modelling, Normalisation, and Transactions.
Mathematics and Computing Teacher, A Level
INTO University of East Anglia • Norwich, UK
Sep 2017 – Aug 2019
• Taught across various programmes to international students, including lectures, workshops, and practical sessions.
• Experience in Python and making purposeful and appropriate lesson plans that provide effective teaching strategies and meet
students' individual needs. Developed teaching, presentation, written and verbal communication skills.
Systems Analyst
Bank of the Northeast of Brazil • Fortaleza, Brazil
Apr 2014 – Sep 2015
• Development of banking systems, including requirement analysis, and finding innovative solutions to internal challenges.
• Experience in UML, mobile and web development.
Systems Analyst
Brazilian Post and Telegraph Co. • Fortaleza, Brazil
Aug 2011 – Apr 2014
• Supervisor of Technical Support and Maintenance, working in team leadership and technical monitoring of outsourced technical
support and maintenance companies. Experience in supervision, management team, technical support, networks, and infrastructure.
Web Developer
Federal Institute of Education, Science and Technology of Ceará (IFCE) • Fortaleza, Brazil
Mar 2010 – Aug 2011
• Evaluation and development of web applications according to accessibility standards, and test cases with visually impaired users.
• I collaborated to create the accessibility guidelines for the Brazilian Electronic Government websites (e-MAG).
CTO & Startup Founder
Imagine Digital Communication • Fortaleza, Brazil
Jan 2008 – Jan 2010
• Design the company, develop the business plan, supervise staff, manage and develop projects, and prospect clients.
• Experience with PHP, MySQL, XHTML, Javascript, Web accessibility, business administration and technical supervision.
VOLUNTEERING
Postgraduate Research Culture Coordinator
University of East Anglia • Norwich, UK
• Organise activities to support the mental health and well-being of postgraduate research students.
May 2022 – Jul 2022
Senior Resident
University of East Anglia • Norwich, UK
Sep 2016 – Aug 2019
• Support students living in residences. Experience working in a team and interacting with people from different countries and cultures.
• Developed interpersonal, problem-solving and communication skills, and a calm approach to challenging and critical situations.
IT Team Manager
AIESEC • Fortaleza, Brazil
May 2010 – Mar 2011
• Set up the IT team, managed strategic local committee information, and supported international exchange students.
• Experience in leadership, teamwork, and international development.
SKILLS
Knowledge: Visual Odometry, Computer Vision, Artificial Intelligence, Machine Learning, Object Detection, Pattern Recognition,
Image Processing, Web Development, Research Methods, Data Analysis, Education, University Teaching, Accessibility
Tools and Technologies: Structure-from-Motion (SfM), COLMAP, OpenCV, PyTorch, TensorFlow, Python, MATLAB, Vue.js, jQuery,
JavaScript, Bootstrap, WordPress, HTML5, CSS, SASS, PHP, Classic ASP, SQL, MySQL, SQL Server, Git, UML
Interpersonal Skills: Team Leadership, Problem Solving, Teamwork, Effective Communication
Languages: Fluent English, Native Portuguese
