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Harnessing the Power of
Computer Vision and
Deep Learning
COMPANY 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 (Desktop, Mobile, Embedded and Web)
Experience:
• 10+ years of scientific and applied research
• 10+ 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
‣ in-house 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
‣ people and vehicle detection and tracking
‣ recognition of human actions and human pose estimation
‣ pattern recognition
‣ face and facial features detection and tracking
‣ facial expressions and emotions recognition
‣ development of advanced digital signal, image and video
processing algorithms
‣ design and development of detectors, classifiers and
regressors based on SVM and DCNN
‣ Deep Convolutional Neural Networks expertize
‣ real-time algorithms for embedded processing
‣ data mining
4
SOFTWARE DEVELOPMENT
‣ designing system architecture from scratch
‣ desktop, mobile and web applications
‣ database design and development
‣ development of multi-user, multi-platform solutions
‣ software maintenance
KNOW HOW
SOFTWARE AND WEB TECHNOLOGIES
‣ C/C++, CLI, C#, .NET, Qt
‣ Python
‣ OpenCV, OpenGL, DirectX, DirectShow
‣ nVidia CUDA, cuDNN, TensorRT
‣ Caffe, TensorFlow, Keras, PyTorch
‣ Java (SE & EE) , JSP
‣ ASP/ASP.NET
‣ HTML5, CSS3, JavaScript, XML
‣ LAMP (Linux, Apache, MySQL, PHP)
‣ MS SQL, MySQL, PostgreSQL, Oracle
‣ Objective-C, SWIFT
‣ Android SDK
DESKTOP PLATFORMS
‣ Windows
‣ Linux
‣ OSX
MOBILE PLATFORMS
‣ Android
‣ iOS
KNOW HOW
6
COOPERATION
MODELS
FLEXIBLE MODELS
‣ Fixed price model – fixed price with precisely defined scope of the work
‣ Engineer/hour model – monthly invoicing of hours of development with precisely defined tasks
‣ Extended office model – our engineers as part of client’s team with client’s e-mail address
‣ Joint R&D partnerships model – sharing intelectual property or licensing rights
FLEXIBLE MODEL FOR STARTUPS
‣ Reduced development rates for % of shares in the company
‣ Additional set of values next to development itself (direct contacts with business angels and venture
capital fund representatives on various markets, consulting and mentoring, providing investment and
additional resources)
‣ Position of technology proficient partner in the company (outsourcing of CTO and complete technology
development)
COOPERATION
MODELS
8
REFERENCES
EXC ERPT
EMBEDDED IMAGE/VIDEO ACQUISITION AND PROCESSING APPLICATION
‣ Embedded image/video acquisition and processing applications for remote video
surveillance for traffic
‣ Client-server model, client is located at the remote location of interest and is based
on the embedded platform, while server is located in the traffic control center
‣ Communication is established over HTTP connection
‣ Detection of important events like: illegal movement of the vehicles, illegal parking,
traffic accidents, traffic jams, etc
‣ Technologies: C/C++, libjpeg, cURL, OpenCV, JSP, JavaScript, HTML, MySQL
INTERNATIONAL PROJECTS
Eureka project E!4924: REMSIS
10
BioSense Institute, Serbia
“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
TESTIMONIAL
11
OUTSOURCING
12
AUTOMATIC VIN AND MRZ CODES READING
‣ Algorithms for extraction and recognition of machine readable codes
‣ Mobile applications for iOS and Android
‣ Science engine: Image Processing and Computer Vision
‣ Technologies: C/C++, OpenCV, OpenGL, iOS, Objective-C, SWIFT, Android SDK, CSS,
HTML, XML
‣ iOS demo application can be downloaded from the following link:
https://itunes.apple.com/ch/app/rapid-input-mrz/id1042634751?l=en&mt=8
13
Dacuda, Switzerland
Protech is a software development partner of Dacuda and has demonstrated depth of expertise in the
fields of Computer Vision and software services.
During our cooperation, Protech has provided accurate software services tailored to our needs, has been
able to quickly understand any technical challenges and has helped to efficiently implement the
enhancements into our products. Protech's service is of high quality and the team displays a competent
understanding to provide practical, relevant and helpful technical suggestions.
Protech's contribution has expanded the competitive advantage of Dacuda products, which ultimately is to
the benefit for our customers. We are absolutely confident about our engagement with Protech as our
trusted R&D service partner.
Peter Weigand, CEO @ Dacuda
TESTIMONIAL
14
OUTSOURCING
STEAMVR GAMES STREAMING TO A MOBILE PHONE
‣ Extraction of rendered images from GPU,
‣ High speed encoding of rendered images, specially tuned for mobile phones,
‣ Custom communication protocol and streaming from PC to a mobile phone over usb
or wi-fi connection,
‣ High speed stream decoding on iOS and Android mobile devices,
‣ Framerates up to 60 fps, latency < 100ms - suitable for live gameplay,
‣ Distortion for left and right eye for different VR headsets suitable for mobile phones,
similar to Google Cardboard,
‣ Integration of game controllers with the mobile phone,
15
PXL Vision, Switzerland
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 appreciate Protech’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
TESTIMONIAL
OUTSOURCING
16
TEXT DETECTION AND REMOVIG FROM ONLINE MAGAZINES
‣ Algorithm development
‣ Linux-based desktop application
‣ Science engine: Image processing
‣ Technologies: C/C++, OpenCV, Tesseract OCR Engine
17
iQNECT, Singapore
I am personally responsible in iQNECT 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, Director of R&D @ iQNECT
TESTIMONIAL
18
ONLINE EYE TRACKING FOR ANALYSIS OF PROMOTIONAL MATERIALS
‣ Webcam eye tracking platform
‣ Database design and development
‣ Desktop applications
‣ Web applications with integrated database
‣ Client-server model, multi-user environment
‣ Science engine: Computer Vision and Machine Learning
‣ Technologies: C/C++, C#, .NET, DirectX, Java, PHP, CSS, HTML, XML, JavaScript, MySQL
OUTSOURCING
19
Company from Belgium
As the CEO of a Belgian 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
TESTIMONIAL
‣ 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
‣ PostgreSQL database
‣ Science engine: Computer Vision and Machine Learning
‣ Technologies used: C/C++, C#, .NET, OpenCV, HTML, PHP, CSS, Apache
OWN PRODUCTS
AND
SOLUTIONS
PEOPLE COUNTER
20
Tehnomobil Securitas, Croatia
Tehnomobil Securitas is a leading system integrator of security and fire detection systems in Southeast
Europe.
We started collaboration with Protech nine years ago. We are impressed with Protech, their skills and
commitment. Protech is also our major supplier of IP people counting cameras and related software. We
installed these products in shopping malls across Croatia. They are working smoothly and outperform
other similar solutions. This is because we received a fanatic support from Protech to take the best out of
their products.
They helped us to reach highly accurate visitor counting even in very crowded environments.
Goran Kanic, CEO @ Leadtech, Croatia (former Executive Director @ Tehnomobil Securitas)
TESTIMONIAL
21
‣ CarAware is a web service and mobile application which can
recognize vehicle brand and model from images taken from different
angles and perspectives,
‣ High accuracy in recognition is achieved by usage of deep learning
technology developed by our team of researchers,
‣ Mobile end-user application can be used to get useful information
like: location of nearest dealers or service stations for recognized
brand and model, prices of new and used cars for recognized brand
and model and many more,
‣ Science Engine: Computer Vision and Machine Learning
‣ Technologies used: C/C++, OpenCV, TensorFlow
OWN PRODUCTS
AND
SOLUTIONS
VEHICLE BRAND AND MODEL
RECOGNITION
22
‣ ConsumerScout is an application used for recognition of people’s
age and gender and people counting from a side view camera,
‣ ConsumerScout is used to: count people passing by your billboard,
banner, info kiosk, vending machine or any other device equipped
with a camera, detect people looking at your device and estimate
their age and gender,
‣ Science Engine: Computer Vision and Machine Learning
‣ Technologies used: C/C++, OpenCV, TensorFlow
OWN PRODUCTS
AND
SOLUTIONS
AGE AND GENDER RECOGNITION
PEOPLE COUNTING
23
MANAGEMENT
TEAM
MANAGEMENT
TEAM
Dusko Rakin, Co-founder, CEO and Managing Partner Serbia
Leader with years of experience in developing overall strategy and guiding operations. During that time, he has
contributed as an engineer, technical lead, mentor, manager, executive and strategist. His experiences are in the field of
programming, design and implementation of IT systems, project management, planning by prioritizing customers,
employees and organizational requirements, marketing and sales.
Marko Macesic, Co-founder, CTO and Managing Partner Germany
ICT visionary with 10+ years of experience as a researcher, programmer, team leader and a manager. He is experienced in
Computer Vision, Machine Learning and various development environments from desktop to mobile. He has led
international research projects, such as Eureka E!4924. His dedication and team leadership has woven the important
threads which helped focusing the team, motivated team members to excel in R&D work and resolve many complex
issues we faced in process of creating amazing new products.
25
Protech Ltd.
Serbia | Germany
www.protech.rs

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Protech Presentation

  • 1. Harnessing the Power of Computer Vision and Deep Learning
  • 2. COMPANY 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 (Desktop, Mobile, Embedded and Web) Experience: • 10+ years of scientific and applied research • 10+ 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 ‣ in-house 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 ‣ people and vehicle detection and tracking ‣ recognition of human actions and human pose estimation ‣ pattern recognition ‣ face and facial features detection and tracking ‣ facial expressions and emotions recognition ‣ development of advanced digital signal, image and video processing algorithms ‣ design and development of detectors, classifiers and regressors based on SVM and DCNN ‣ Deep Convolutional Neural Networks expertize ‣ real-time algorithms for embedded processing ‣ data mining 4 SOFTWARE DEVELOPMENT ‣ designing system architecture from scratch ‣ desktop, mobile and web applications ‣ database design and development ‣ development of multi-user, multi-platform solutions ‣ software maintenance
  • 6. SOFTWARE AND WEB TECHNOLOGIES ‣ C/C++, CLI, C#, .NET, Qt ‣ Python ‣ OpenCV, OpenGL, DirectX, DirectShow ‣ nVidia CUDA, cuDNN, TensorRT ‣ Caffe, TensorFlow, Keras, PyTorch ‣ Java (SE & EE) , JSP ‣ ASP/ASP.NET ‣ HTML5, CSS3, JavaScript, XML ‣ LAMP (Linux, Apache, MySQL, PHP) ‣ MS SQL, MySQL, PostgreSQL, Oracle ‣ Objective-C, SWIFT ‣ Android SDK DESKTOP PLATFORMS ‣ Windows ‣ Linux ‣ OSX MOBILE PLATFORMS ‣ Android ‣ iOS KNOW HOW 6
  • 8. FLEXIBLE MODELS ‣ Fixed price model – fixed price with precisely defined scope of the work ‣ Engineer/hour model – monthly invoicing of hours of development with precisely defined tasks ‣ Extended office model – our engineers as part of client’s team with client’s e-mail address ‣ Joint R&D partnerships model – sharing intelectual property or licensing rights FLEXIBLE MODEL FOR STARTUPS ‣ Reduced development rates for % of shares in the company ‣ Additional set of values next to development itself (direct contacts with business angels and venture capital fund representatives on various markets, consulting and mentoring, providing investment and additional resources) ‣ Position of technology proficient partner in the company (outsourcing of CTO and complete technology development) COOPERATION MODELS 8
  • 10. EMBEDDED IMAGE/VIDEO ACQUISITION AND PROCESSING APPLICATION ‣ Embedded image/video acquisition and processing applications for remote video surveillance for traffic ‣ Client-server model, client is located at the remote location of interest and is based on the embedded platform, while server is located in the traffic control center ‣ Communication is established over HTTP connection ‣ Detection of important events like: illegal movement of the vehicles, illegal parking, traffic accidents, traffic jams, etc ‣ Technologies: C/C++, libjpeg, cURL, OpenCV, JSP, JavaScript, HTML, MySQL INTERNATIONAL PROJECTS Eureka project E!4924: REMSIS 10
  • 11. BioSense Institute, Serbia “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 TESTIMONIAL 11
  • 12. OUTSOURCING 12 AUTOMATIC VIN AND MRZ CODES READING ‣ Algorithms for extraction and recognition of machine readable codes ‣ Mobile applications for iOS and Android ‣ Science engine: Image Processing and Computer Vision ‣ Technologies: C/C++, OpenCV, OpenGL, iOS, Objective-C, SWIFT, Android SDK, CSS, HTML, XML ‣ iOS demo application can be downloaded from the following link: https://itunes.apple.com/ch/app/rapid-input-mrz/id1042634751?l=en&mt=8
  • 13. 13 Dacuda, Switzerland Protech is a software development partner of Dacuda and has demonstrated depth of expertise in the fields of Computer Vision and software services. During our cooperation, Protech has provided accurate software services tailored to our needs, has been able to quickly understand any technical challenges and has helped to efficiently implement the enhancements into our products. Protech's service is of high quality and the team displays a competent understanding to provide practical, relevant and helpful technical suggestions. Protech's contribution has expanded the competitive advantage of Dacuda products, which ultimately is to the benefit for our customers. We are absolutely confident about our engagement with Protech as our trusted R&D service partner. Peter Weigand, CEO @ Dacuda TESTIMONIAL
  • 14. 14 OUTSOURCING STEAMVR GAMES STREAMING TO A MOBILE PHONE ‣ Extraction of rendered images from GPU, ‣ High speed encoding of rendered images, specially tuned for mobile phones, ‣ Custom communication protocol and streaming from PC to a mobile phone over usb or wi-fi connection, ‣ High speed stream decoding on iOS and Android mobile devices, ‣ Framerates up to 60 fps, latency < 100ms - suitable for live gameplay, ‣ Distortion for left and right eye for different VR headsets suitable for mobile phones, similar to Google Cardboard, ‣ Integration of game controllers with the mobile phone,
  • 15. 15 PXL Vision, Switzerland 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 appreciate Protech’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 TESTIMONIAL
  • 16. OUTSOURCING 16 TEXT DETECTION AND REMOVIG FROM ONLINE MAGAZINES ‣ Algorithm development ‣ Linux-based desktop application ‣ Science engine: Image processing ‣ Technologies: C/C++, OpenCV, Tesseract OCR Engine
  • 17. 17 iQNECT, Singapore I am personally responsible in iQNECT 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, Director of R&D @ iQNECT TESTIMONIAL
  • 18. 18 ONLINE EYE TRACKING FOR ANALYSIS OF PROMOTIONAL MATERIALS ‣ Webcam eye tracking platform ‣ Database design and development ‣ Desktop applications ‣ Web applications with integrated database ‣ Client-server model, multi-user environment ‣ Science engine: Computer Vision and Machine Learning ‣ Technologies: C/C++, C#, .NET, DirectX, Java, PHP, CSS, HTML, XML, JavaScript, MySQL OUTSOURCING
  • 19. 19 Company from Belgium As the CEO of a Belgian 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 TESTIMONIAL
  • 20. ‣ 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 ‣ PostgreSQL database ‣ Science engine: Computer Vision and Machine Learning ‣ Technologies used: C/C++, C#, .NET, OpenCV, HTML, PHP, CSS, Apache OWN PRODUCTS AND SOLUTIONS PEOPLE COUNTER 20
  • 21. Tehnomobil Securitas, Croatia Tehnomobil Securitas is a leading system integrator of security and fire detection systems in Southeast Europe. We started collaboration with Protech nine years ago. We are impressed with Protech, their skills and commitment. Protech is also our major supplier of IP people counting cameras and related software. We installed these products in shopping malls across Croatia. They are working smoothly and outperform other similar solutions. This is because we received a fanatic support from Protech to take the best out of their products. They helped us to reach highly accurate visitor counting even in very crowded environments. Goran Kanic, CEO @ Leadtech, Croatia (former Executive Director @ Tehnomobil Securitas) TESTIMONIAL 21
  • 22. ‣ CarAware is a web service and mobile application which can recognize vehicle brand and model from images taken from different angles and perspectives, ‣ High accuracy in recognition is achieved by usage of deep learning technology developed by our team of researchers, ‣ Mobile end-user application can be used to get useful information like: location of nearest dealers or service stations for recognized brand and model, prices of new and used cars for recognized brand and model and many more, ‣ Science Engine: Computer Vision and Machine Learning ‣ Technologies used: C/C++, OpenCV, TensorFlow OWN PRODUCTS AND SOLUTIONS VEHICLE BRAND AND MODEL RECOGNITION 22
  • 23. ‣ ConsumerScout is an application used for recognition of people’s age and gender and people counting from a side view camera, ‣ ConsumerScout is used to: count people passing by your billboard, banner, info kiosk, vending machine or any other device equipped with a camera, detect people looking at your device and estimate their age and gender, ‣ Science Engine: Computer Vision and Machine Learning ‣ Technologies used: C/C++, OpenCV, TensorFlow OWN PRODUCTS AND SOLUTIONS AGE AND GENDER RECOGNITION PEOPLE COUNTING 23
  • 25. MANAGEMENT TEAM Dusko Rakin, Co-founder, CEO and Managing Partner Serbia Leader with years of experience in developing overall strategy and guiding operations. During that time, he has contributed as an engineer, technical lead, mentor, manager, executive and strategist. His experiences are in the field of programming, design and implementation of IT systems, project management, planning by prioritizing customers, employees and organizational requirements, marketing and sales. Marko Macesic, Co-founder, CTO and Managing Partner Germany ICT visionary with 10+ years of experience as a researcher, programmer, team leader and a manager. He is experienced in Computer Vision, Machine Learning and various development environments from desktop to mobile. He has led international research projects, such as Eureka E!4924. His dedication and team leadership has woven the important threads which helped focusing the team, motivated team members to excel in R&D work and resolve many complex issues we faced in process of creating amazing new products. 25
  • 26. Protech Ltd. Serbia | Germany www.protech.rs