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Harnessing the Power of
Computer Vision and Deep Learning
OVERVIEW
Protech is an amazing team of technology enthusiasts that envision the world in
which technology serves people
Specialized in:
‣ Computer vision
‣ Machine learning
‣ Image processing
‣ Software development
Experience:
‣ 15+ years of scientific and applied research
‣ 15+ years of software development
Cooperation with:
‣ SW and HW engineering companies
‣ Marketing and advertising companies
‣ Scientific institutions and universities
Engaged in various European projects
Supporting innovation and startups through technological partnerships
2
SERVICES
OUTSOURCING
‣ development of full platforms, applications or modules for an existing platform or application
‣ technology research and development for custom applications
SERVICES
COMPUTER VISION AND MACHINE LEARNING
‣ object detection and tracking, semantic segmentation
‣ recognition of human actions and human pose estimation
‣ face and facial features detection and tracking,
‣ pattern recognition
‣ development of advanced digital signal, image and video
processing algorithms
‣ Deep Convolutional Neural Networks
‣ NLP, LLMs, MoE
‣ Data mining
‣ real-time algorithms for embedded processing
‣ 3D Vision
‣ Visual odometry, Structure from Motion and SLAM
4
SOFTWARE DEVELOPMENT
‣ designing system architecture from scratch
‣ desktop, mobile, web and cloud-based applications
‣ database design and development
‣ development of multi-user, multi-platform solutions
KNOW HOW
PROGRAMMING LANGUAGES
‣ C/C++, C#, Java
‣ Python
‣ JavaScript, TypeScript
‣ SQL, NoSQL
FRAMEWORKS AND LIBRARIES
‣ OpenCV, Open3D, Scikit-Image, Pillow
‣ TensorFlow, Keras, PyTorch
‣ nVidia CUDA, TensorRT, Deep Stream, OpenVINO
‣ .NET Core, WPF, WCF
‣ Flask, Django/Django REST, FastAPI
‣ React/React Native, Node.js, NestJS, Angular
TOOLS AND TECHNOLOGIES
‣ AWS, Microsoft Azure
‣ Docker, Kubernetes
‣ REST, gRPC, GraphQL
‣ FiftyOne, Weights&Biases, MLflow
‣ Visual Studio, Visual Studio Code, Qt, Eclipse, Android Studio, Xcode
OPERATING SYSTEMS AND PLATFORMS
‣ Windows, Linux, OS X
‣ Android, iOS
KNOW HOW
6
COOPERATION
MODELS
FLEXIBLE MODELS
‣ Fixed price – fixed price with precisely defined scope of the work
‣ Time and materials – monthly invoicing with precisely defined tasks
‣ Joint R&D partnerships model – sharing intelectual property or licensing rights
FLEXIBLE MODEL FOR STARTUPS
‣ Reduced development rates for % of shares in the company
‣ Position of technology proficient partner in the company
COOPERATION
MODELS
8
TESTIMONIALS &
OWN SOLUTIONS
10
PXL Vision, Switzerland (https://pxl-vision.com/)
Protech is our trusted R&D partner, focused on solving complex image processing, computer vision and
machine learning problems. They are an energetic, creative and productive team which contributed to many
of our products.
During our cooperation, Protech demonstrated a deep understanding of our products’ requirements and an
exceptional capability to find practical and innovative solutions. We appreciateProtech’s commitment to
our development projects as well as the outstanding software development skills for both desktop and
mobile platforms.
We are enjoying working with Protech and intend to strengthen the partnership further in the years to
come.
Michael Born, CEO @ PXL Vision
TESTIMONIALS
11
EyeSee, Belgium (https://eyesee-research.com/)
As the CEO of a startup, I engaged Protech as a development partner for our computer vision platform for
analysis of marketing communication.
Protech has presented high dedication, professionalism, engineering and programming expertize, as well
as, fanatic support in resolving any possible issue or a problem. As development partner Protech was
engaged in development of different types of services we use or provide to our clients: database design and
development, desktop application design and development, web portal design and development. Their
computer vision and machine learning skills proved useful for understanding and implementation of
advanced algorithms.
Our ongoing collaboration with Protech has exceeded all expectations. There is seamless communication
with the team they have dedicated to us. What's more, day-to-day interaction with our staff is very
valuable for our business process and services we provide to our clients.
I highly recommend Protech as an R&D partner for development of desktop applications and related
services as well as a long-term maintenance partner.
Olivier Tilleuil, CEO @ EyeSee
TESTIMONIALS
12
Kairos AR, USA (https://www.kairos.com/)
I am personally responsible in Kairos AR for relations with Protech team in terms of project assignments,
monitoring and reporting. We engage Protech team on various projects related to research, development
and optimization computer vision and image processing algorithms.
Their high level of engineering skills, strictness in following deadlines, delivery of innovative and efficient
solutions, have made Protech our reliable and trustworthy partner that we can highly recommend as a
complete technology development provider without any hesitation. Their openness and responsibility has
qualified Protech team to be more than just an ordinary business partner to us.
Stephen Moore, CEO @ Kairos AR
TESTIMONIALS
BioSense Institute, Serbia (https://biosens.rs/)
“I had an opportunity to cooperate with Protech and their employees during the European Eureka
project E!4924: REMSIS. This was a 3 years long project, which included research and development of
intelligent traffic surveillance systems based on advanced IT technologies. It integrated computer
vision, machine learning, development of server-side applications, as well as embedded computing and
programming.
Protech was an industrial partner, and their programming skills combined with extensive computer
vision and machine learning knowledge were crucial for the success of the project. Protech
demonstrated competence in both technology and business part of the project, with high dedication to
achieving all the objectives. Their organizational skills were invaluable asset for the consortium.
Protech’s employees were also engaged in the scientific part of the project, as researchers, authors and
co-authors of scientific papers published at domestic and international conferences.
I highly recommend Protech as an industrial and scientific partner for research and development of new
products, and consortium partner for competing for different international funding schemes.
Should you have any questions regarding this recommendation, please contact me.”
Prof. Dr Vladimir Crnojevic, CEO at BioSense Institute
13
TESTIMONIALS
‣ ConsumerScout counts people passing by, estimates their age and
sex, measures the dwell and attention time, detects emotions and
checks if a person is wearing glasses
‣ ConsumerScout can be integrated into any digital device equipped
with a camera and running standard operating systems
‣ Science Engine: Computer Vision and Machine Learning
AUDIENCE MEASUREMENT FOR DOOH
AND RETAIL
14
OWN SOLUTIONS
‣ CountPRO is a software for people counting based on intelligent
analysis of videos received from IP cameras
‣ It can be installed on a standard PC computer connected
with IP cameras through a TCP/IP network
‣ In the same package we deliver a web application
designed for reviewing the data and creating custom reports
‣ Science engine: Computer Vision and Machine Learning
PEOPLE COUNTING
15
OWN SOLUTIONS
MANAGEMENT
Dusko Rakin, Co-founder, CEO and Managing Partner Serbia
As a leader with years of experience in guiding operations and developing overall strategy, Dusko Rakin spent his career
making ideas come alive.
During the time, he has contributed as an engineer, software developer, technical lead, mentor, manager, executive and
strategist. His background allows him to understand each stakeholder’s concerns, build bridges, communicate with
various teams and deliver solution in agreed scope on time and within budget.
Marko Macesic, Co-founder, CTO and Managing Partner Germany
ICT visionary with 15 years of experience as a researcher, developer, team leader and a manager. His expertise covers
Computer Vision, Machine Learning, Image Processing, various programming languages, tools, development environments
and platforms.
He coordinated international research projects, helped focusing teams to excel in R&D work and create amazing new
products. He has designed and built over 20 various successful CV/ML solutions and products for domestic and foreign
partners.
17
MANAGEMENT
Protech Ltd.
Serbia | Germany
www.protech.rs

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Harnessing the Power of Computer Vision and Deep Learning

  • 1. Harnessing the Power of Computer Vision and Deep Learning
  • 2. OVERVIEW Protech is an amazing team of technology enthusiasts that envision the world in which technology serves people Specialized in: ‣ Computer vision ‣ Machine learning ‣ Image processing ‣ Software development Experience: ‣ 15+ years of scientific and applied research ‣ 15+ years of software development Cooperation with: ‣ SW and HW engineering companies ‣ Marketing and advertising companies ‣ Scientific institutions and universities Engaged in various European projects Supporting innovation and startups through technological partnerships 2
  • 4. OUTSOURCING ‣ development of full platforms, applications or modules for an existing platform or application ‣ technology research and development for custom applications SERVICES COMPUTER VISION AND MACHINE LEARNING ‣ object detection and tracking, semantic segmentation ‣ recognition of human actions and human pose estimation ‣ face and facial features detection and tracking, ‣ pattern recognition ‣ development of advanced digital signal, image and video processing algorithms ‣ Deep Convolutional Neural Networks ‣ NLP, LLMs, MoE ‣ Data mining ‣ real-time algorithms for embedded processing ‣ 3D Vision ‣ Visual odometry, Structure from Motion and SLAM 4 SOFTWARE DEVELOPMENT ‣ designing system architecture from scratch ‣ desktop, mobile, web and cloud-based applications ‣ database design and development ‣ development of multi-user, multi-platform solutions
  • 6. PROGRAMMING LANGUAGES ‣ C/C++, C#, Java ‣ Python ‣ JavaScript, TypeScript ‣ SQL, NoSQL FRAMEWORKS AND LIBRARIES ‣ OpenCV, Open3D, Scikit-Image, Pillow ‣ TensorFlow, Keras, PyTorch ‣ nVidia CUDA, TensorRT, Deep Stream, OpenVINO ‣ .NET Core, WPF, WCF ‣ Flask, Django/Django REST, FastAPI ‣ React/React Native, Node.js, NestJS, Angular TOOLS AND TECHNOLOGIES ‣ AWS, Microsoft Azure ‣ Docker, Kubernetes ‣ REST, gRPC, GraphQL ‣ FiftyOne, Weights&Biases, MLflow ‣ Visual Studio, Visual Studio Code, Qt, Eclipse, Android Studio, Xcode OPERATING SYSTEMS AND PLATFORMS ‣ Windows, Linux, OS X ‣ Android, iOS KNOW HOW 6
  • 8. FLEXIBLE MODELS ‣ Fixed price – fixed price with precisely defined scope of the work ‣ Time and materials – monthly invoicing with precisely defined tasks ‣ Joint R&D partnerships model – sharing intelectual property or licensing rights FLEXIBLE MODEL FOR STARTUPS ‣ Reduced development rates for % of shares in the company ‣ Position of technology proficient partner in the company COOPERATION MODELS 8
  • 10. 10 PXL Vision, Switzerland (https://pxl-vision.com/) Protech is our trusted R&D partner, focused on solving complex image processing, computer vision and machine learning problems. They are an energetic, creative and productive team which contributed to many of our products. During our cooperation, Protech demonstrated a deep understanding of our products’ requirements and an exceptional capability to find practical and innovative solutions. We appreciateProtech’s commitment to our development projects as well as the outstanding software development skills for both desktop and mobile platforms. We are enjoying working with Protech and intend to strengthen the partnership further in the years to come. Michael Born, CEO @ PXL Vision TESTIMONIALS
  • 11. 11 EyeSee, Belgium (https://eyesee-research.com/) As the CEO of a startup, I engaged Protech as a development partner for our computer vision platform for analysis of marketing communication. Protech has presented high dedication, professionalism, engineering and programming expertize, as well as, fanatic support in resolving any possible issue or a problem. As development partner Protech was engaged in development of different types of services we use or provide to our clients: database design and development, desktop application design and development, web portal design and development. Their computer vision and machine learning skills proved useful for understanding and implementation of advanced algorithms. Our ongoing collaboration with Protech has exceeded all expectations. There is seamless communication with the team they have dedicated to us. What's more, day-to-day interaction with our staff is very valuable for our business process and services we provide to our clients. I highly recommend Protech as an R&D partner for development of desktop applications and related services as well as a long-term maintenance partner. Olivier Tilleuil, CEO @ EyeSee TESTIMONIALS
  • 12. 12 Kairos AR, USA (https://www.kairos.com/) I am personally responsible in Kairos AR for relations with Protech team in terms of project assignments, monitoring and reporting. We engage Protech team on various projects related to research, development and optimization computer vision and image processing algorithms. Their high level of engineering skills, strictness in following deadlines, delivery of innovative and efficient solutions, have made Protech our reliable and trustworthy partner that we can highly recommend as a complete technology development provider without any hesitation. Their openness and responsibility has qualified Protech team to be more than just an ordinary business partner to us. Stephen Moore, CEO @ Kairos AR TESTIMONIALS
  • 13. BioSense Institute, Serbia (https://biosens.rs/) “I had an opportunity to cooperate with Protech and their employees during the European Eureka project E!4924: REMSIS. This was a 3 years long project, which included research and development of intelligent traffic surveillance systems based on advanced IT technologies. It integrated computer vision, machine learning, development of server-side applications, as well as embedded computing and programming. Protech was an industrial partner, and their programming skills combined with extensive computer vision and machine learning knowledge were crucial for the success of the project. Protech demonstrated competence in both technology and business part of the project, with high dedication to achieving all the objectives. Their organizational skills were invaluable asset for the consortium. Protech’s employees were also engaged in the scientific part of the project, as researchers, authors and co-authors of scientific papers published at domestic and international conferences. I highly recommend Protech as an industrial and scientific partner for research and development of new products, and consortium partner for competing for different international funding schemes. Should you have any questions regarding this recommendation, please contact me.” Prof. Dr Vladimir Crnojevic, CEO at BioSense Institute 13 TESTIMONIALS
  • 14. ‣ ConsumerScout counts people passing by, estimates their age and sex, measures the dwell and attention time, detects emotions and checks if a person is wearing glasses ‣ ConsumerScout can be integrated into any digital device equipped with a camera and running standard operating systems ‣ Science Engine: Computer Vision and Machine Learning AUDIENCE MEASUREMENT FOR DOOH AND RETAIL 14 OWN SOLUTIONS
  • 15. ‣ CountPRO is a software for people counting based on intelligent analysis of videos received from IP cameras ‣ It can be installed on a standard PC computer connected with IP cameras through a TCP/IP network ‣ In the same package we deliver a web application designed for reviewing the data and creating custom reports ‣ Science engine: Computer Vision and Machine Learning PEOPLE COUNTING 15 OWN SOLUTIONS
  • 17. Dusko Rakin, Co-founder, CEO and Managing Partner Serbia As a leader with years of experience in guiding operations and developing overall strategy, Dusko Rakin spent his career making ideas come alive. During the time, he has contributed as an engineer, software developer, technical lead, mentor, manager, executive and strategist. His background allows him to understand each stakeholder’s concerns, build bridges, communicate with various teams and deliver solution in agreed scope on time and within budget. Marko Macesic, Co-founder, CTO and Managing Partner Germany ICT visionary with 15 years of experience as a researcher, developer, team leader and a manager. His expertise covers Computer Vision, Machine Learning, Image Processing, various programming languages, tools, development environments and platforms. He coordinated international research projects, helped focusing teams to excel in R&D work and create amazing new products. He has designed and built over 20 various successful CV/ML solutions and products for domestic and foreign partners. 17 MANAGEMENT
  • 18. Protech Ltd. Serbia | Germany www.protech.rs