What are the challenges in computer vision?

The question is about computer vision

Answer

Computer vision faces several challenges, including the variability and complexity of visual data. Lighting conditions, occlusions, and different viewpoints can affect image quality and make it difficult for algorithms to accurately interpret scenes. The need for large labeled datasets for training models is another challenge, as annotating data can be time-consuming and expensive. Additionally, achieving real-time processing and ensuring the robustness of models in diverse environments are ongoing challenges. Addressing these issues requires continuous research and innovation in algorithm development and data management.

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Profile of Jakub P., Lead Software Engineer - AI, Machine Learning and Computer Vision Platforms at Softaims
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Jakub P., Lead Software Engineer - AI, Machine Learning and Computer Vision Platforms at Softaims

Jakub P.

computer-vision

Verified BadgeVerified Expert in Engineering
Timezone: UTC+01:00UTC+01:00
Country: GermanyGermany
Kaiserslautern
Jakub P. | SoftaimsMember Since 2017
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PythonComputer VisionMachine Learning ModelOpenCVPyTorchMachine LearningDeep LearningArtificial Neural NetworkGenerative ModelLangChainRetrieval Augmented GenerationTransformer ModelChatGPTChatbotStable Diffusion

My name is Jakub P. and I have over 8 years of experience in the tech industry. I specialize in the following technologies: Python, Computer Vision, Machine Learning Model, OpenCV, PyTorch, etc.. I hold a degree in Bachelor of Science (BS), Master of Science (MS), Doctor of Philosophy (PhD). Some of the notable projects I've worked on include: AtmaFlow - Tailored guided meditations with genAI, Advanced Multi-Agent for Finance Research, Matching Emojis to Arbitrary Selfies, Large scale image extraction from PDFs. I am based in Kaiserslautern, Germany. I've successfully completed 4 projects while developing at Softaims. I approach every technical challenge with a mindset geared toward engineering excellence and robust solution architecture. I thrive on translating complex business requirements into elegant, efficient, and maintainable outputs. My expertise lies in diagnosing and optimizing system performance, ensuring that the deliverables are fast, reliable, and future-proof. The core of my work involves adopting best practices and a disciplined methodology, focusing on meticulous planning and thorough verification. I believe that sustainable solution development requires discipline and a deep commitment to quality from inception to deployment. At Softaims, I leverage these skills daily to build resilient systems that stand the test of time. I am dedicated to making a tangible difference in client success. I prioritize clear communication and transparency throughout the development lifecycle to ensure every deliverable exceeds expectations.

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Experience
8 years
Availability
Less than 30 hrs/week
Hourly Rate
$120
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Technical University Kaiserslautern
Profile of An N., Software Engineer - AI, Backend and Computer Vision at Softaims
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An N., Software Engineer - AI, Backend and Computer Vision at Softaims

An N.

computer-vision

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Timezone: UTC+07:00UTC+07:00
Country: VietnamVietnam
Hanoi
An N. | SoftaimsMember Since 2022
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PyTorchC++OpenCVDeep Learning ModelingTensorFlowNumPyComputer VisionImage ProcessingRaspberry PiPython ScriptLinuxRESTful APIDockerRust

My name is An N. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: PyTorch, C++, OpenCV, Deep Learning Modeling, TensorFlow, etc.. I hold a degree in Bachelor's degree. Some of the notable projects I've worked on include: Object detection, Face generation, Image Colorization. I am based in Hanoi, Vietnam. I've successfully completed 3 projects while developing at Softaims. I'm committed to continuous learning, always striving to stay current with the latest industry trends and technical methodologies. My work is driven by a genuine passion for solving complex, real-world challenges through creative and highly effective solutions. Through close collaboration with cross-functional teams, I've consistently helped businesses optimize critical processes, significantly improve user experiences, and build robust, scalable systems designed to last. My professional philosophy is truly holistic: the goal isn't just to execute a task, but to deeply understand the project's broader business context. I place a high priority on user-centered design, maintaining rigorous quality standards, and directly achieving business goals—ensuring the solutions I build are technically sound and perfectly aligned with the client's vision. This rigorous approach is a hallmark of the development standards at Softaims. Ultimately, my focus is on delivering measurable impact. I aim to contribute to impactful projects that directly help organizations grow and thrive in today's highly competitive landscape. I look forward to continuing to drive success for clients as a key professional at Softaims.

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3 years
Availability
Less than 30 hrs/week
Hourly Rate
$30
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Asilla
Profile of Antonio L., Software Engineer - AI, Computer Vision and Deep Learning Platforms at Softaims
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Softaims
Antonio L., Software Engineer - AI, Computer Vision and Deep Learning Platforms at Softaims

Antonio L.

computer-vision

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Timezone: UTC-07:00UTC-07:00
Country: MexicoMexico
Tijuana
Antonio L. | SoftaimsMember Since 2023
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Computer VisionObject DetectionObject Detection & TrackingImage ProcessingArtificial IntelligenceSoftware DevelopmentData AnnotationBusiness PlanAlgorithm DevelopmentYOLOPyTorchTensorFlowDeep LearningMachine LearningasimEZsitedev fun

My name is Antonio L. and I have over 2 years of experience in the tech industry. I specialize in the following technologies: Computer Vision, Object Detection, Object Detection & Tracking, Image Processing, Artificial Intelligence, etc.. I hold a degree in Bachelor of Engineering (BEng), Master of Science (MS). Some of the notable projects I've worked on include: Real-Time Retail Customer Behavior Analytics Platform, Soccer Game Analysis System, Interactive Local Image Segmentation Tool Using Ultralytics SAM2, Squash Game Analysis System. I am based in Tijuana, Mexico. I've successfully completed 4 projects while developing at Softaims. My passion is building solutions that are not only technically sound but also deliver an exceptional user experience (UX). I constantly advocate for user-centered design principles, ensuring that the final product is intuitive, accessible, and solves real user problems effectively. I bridge the gap between technical possibilities and the overall product vision. Working within the Softaims team, I contribute by bringing a perspective that integrates business goals with technical constraints, resulting in solutions that are both practical and innovative. I have a strong track record of rapidly prototyping and iterating based on feedback to drive optimal solution fit. I'm committed to contributing to a positive and collaborative team environment, sharing knowledge, and helping colleagues grow their skills, all while pushing the boundaries of what's possible in solution development.

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Experience
2 years
Availability
More than 30 hrs/week
Hourly Rate
$45
Rating
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Nola
Profile of Nader E., Senior Software Engineer - AI, Machine Learning and Computer Vision Platforms at Softaims
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Softaims
Nader E., Senior Software Engineer - AI, Machine Learning and Computer Vision Platforms at Softaims

Nader E.

computer-vision

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Timezone: UTC+02:00UTC+02:00
Country: AustriaAustria
Vienna
Nader E. | SoftaimsMember Since 2019
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Computer VisionTensorFlowDeep LearningPyTorchpandasPythonC++OpenCVNeural NetworkPython Scikit-LearnMachine LearningSQLArtificial IntelligenceOCR SoftwareOptical Character RecognitionOCR AlgorithmCursorWindsurfFirebase Studio

My name is Nader E. and I have over 6 years of experience in the tech industry. I specialize in the following technologies: Computer Vision, TensorFlow, Deep Learning, PyTorch, pandas, etc.. I hold a degree in Bachelor of Science (BS), Master of Science (MS), . Some of the notable projects I've worked on include: Violence Detection, Cold Symptoms Recognition, My Publication at ICML 2019. I am based in Vienna, Austria. I've successfully completed 3 projects while developing at Softaims. I'm committed to continuous learning, always striving to stay current with the latest industry trends and technical methodologies. My work is driven by a genuine passion for solving complex, real-world challenges through creative and highly effective solutions. Through close collaboration with cross-functional teams, I've consistently helped businesses optimize critical processes, significantly improve user experiences, and build robust, scalable systems designed to last. My professional philosophy is truly holistic: the goal isn't just to execute a task, but to deeply understand the project's broader business context. I place a high priority on user-centered design, maintaining rigorous quality standards, and directly achieving business goals—ensuring the solutions I build are technically sound and perfectly aligned with the client's vision. This rigorous approach is a hallmark of the development standards at Softaims. Ultimately, my focus is on delivering measurable impact. I aim to contribute to impactful projects that directly help organizations grow and thrive in today's highly competitive landscape. I look forward to continuing to drive success for clients as a key professional at Softaims.

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Experience
6 years
Availability
As Needed - Open to Offers
Hourly Rate
$40
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Anyline GmbH
Profile of Reza V., Software Engineer - AI, Python and Computer Vision Platforms at Softaims
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Reza V., Software Engineer - AI, Python and Computer Vision Platforms at Softaims

Reza V.

computer-vision

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Timezone: UTC+07:00UTC+07:00
Country: IndonesiaIndonesia
Sidoarjo
Reza V. | SoftaimsMember Since 2022
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Convolutional Neural NetworkComputer VisionOpenCVPythonKerasDeep LearningTensorFlowImage ProcessingYOLORaspberry PiKivyDjangoFFmpegVideo StreamOCR Algorithm

My name is Reza V. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: Convolutional Neural Network, Computer Vision, OpenCV, Python, Keras, etc.. I hold a degree in Master's degree, Bachelor's degree. Some of the notable projects I've worked on include: Face Recognition Desktop App w/ Raspberry Pi Camera, ViewRomeo: Face Recognition Model Trainer GUI, Computer Vision: City Landmark Recognition on Street-View Images, Interactive PC-Based Quiz System: QuizZIP, ViewSense: Desktop App for Motion Detection Using Analog CCTV Camera. I am based in Sidoarjo, Indonesia. I've successfully completed 5 projects while developing at Softaims. My expertise lies in deeply understanding and optimizing solution performance. I have a proven ability to profile systems, analyze data access methods, and implement caching strategies that dramatically reduce latency and improve responsiveness under load. I turn slow systems into high-speed performers. I focus on writing highly efficient, clean, and well-documented code that minimizes resource consumption without sacrificing functionality. This dedication to efficiency is how I contribute measurable value to Softaims' clients by reducing infrastructure costs and improving user satisfaction. I approach every project with a critical eye for potential bottlenecks, proactively designing systems that are efficient from the ground up. I am committed to delivering software that sets the standard for speed and reliability.

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3 years
Availability
More than 30 hrs/week
Hourly Rate
$25
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ZEISS Medical Technology
Profile of Vivek P., Software Engineer - AI, Machine Learning and Computer Vision Platforms at Softaims
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Softaims
Vivek P., Software Engineer - AI, Machine Learning and Computer Vision Platforms at Softaims

Vivek P.

computer-vision

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Timezone: UTC+02:00UTC+02:00
Country: AustriaAustria
Linz
Vivek P. | SoftaimsMember Since 2025
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Machine LearningArtificial IntelligenceComputer VisionPythonImage ProcessingYOLOOpenCVPython ScriptPython Scikit-LearnPyTorchTensorFlowDeep LearningObject Detection & TrackingImage ClassificationWeb ScrapingBASE44CursorWindsurf

My name is Vivek P. and I have over 2 years of experience in the tech industry. I specialize in the following technologies: Machine Learning, Artificial Intelligence, Computer Vision, Python, Image Processing, etc.. I hold a degree in Master of Science (MS), Bachelor of Technology (BTech), Bachelor's degree. Some of the notable projects I’ve worked on include: Project Planning Genie, Heart Attack Predictor End.2-End ML, Yoga Pose Estimation with YOLO, 🧾 Invoice Data Extraction Using OCR, chest-x-ray-diagnosis using DenseNet, etc.. I am based in Linz, Austria. I've successfully completed 12 projects while developing at Softaims. I am a business-driven professional; my technical decisions are consistently guided by the principle of maximizing business value and achieving measurable ROI for the client. I view technical expertise as a tool for creating competitive advantages and solving commercial problems, not just as a technical exercise. I actively participate in defining key performance indicators (KPIs) and ensuring that the features I build directly contribute to improving those metrics. My commitment to Softaims is to deliver solutions that are not only technically excellent but also strategically impactful. I maintain a strong focus on the end-goal: delivering a product that solves a genuine market need. I am committed to a development cycle that is fast, focused, and aligned with the ultimate success of the client's business.

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Experience
2 years
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Full-time
Hourly Rate
$40
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DeepSpace
Profile of Andrey V., Lead Software Engineer - Cloud, AI and Robotics Platforms at Softaims
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Andrey V., Lead Software Engineer - Cloud, AI and Robotics Platforms at Softaims

Andrey V.

computer-vision

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Timezone: UTC+04:00UTC+04:00
Country: United Arab EmiratesUnited Arab Emirates
Abu Dhabi
Andrey V. | SoftaimsMember Since 2015
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Deep LearningMachine LearningModel TuningComputer VisionC-CorporationRobot Operating SystemLinux System AdministrationRobotic Process AutomationGoogle Cloud PlatformEnglishAmazon EC2Microsoft AzureEmbedded LinuxGitVirtualization

My name is Andrey V. and I have over 10 years of experience in the tech industry. I specialize in the following technologies: Deep Learning, Machine Learning, Model Tuning, Computer Vision, C-Corporation, etc.. I hold a degree in Master of Science in Information Technology (MSc(IT)), Master's degree, Master of Mass Communication and Journalism. Some of the notable projects I've worked on include: autonomous toy car, AWS INNOVATE, IPV6, Deep Learning & DevOps, embedded gpu nvidia supercomputer use cases, etc.. I am based in Abu Dhabi, United Arab Emirates. I've successfully completed 8 projects while developing at Softaims. Information integrity and application security are my highest priorities in development. I implement robust validation, encryption, and authorization mechanisms to protect sensitive data and ensure compliance. I am experienced in identifying and mitigating common security vulnerabilities in both new and existing applications. My work methodology involves rigorous testing—at the unit, integration, and security levels—to guarantee the stability and trustworthiness of the solutions I build. At Softaims, this dedication to security forms the basis for client trust and platform reliability. I consistently monitor and improve system performance, utilizing metrics to drive optimization efforts. I'm motivated by the challenge of creating ultra-reliable systems that safeguard client assets and user data.

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Experience
1 Year
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More than 30 hrs/week
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Malaysia Digital Economy Corporation (MDEC)
Profile of Diego V., Junior Software Engineer - AI, Machine Learning and Data Science at Softaims
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Diego V., Junior Software Engineer - AI, Machine Learning and Data Science at Softaims

Diego V.

computer-vision

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Timezone: UTC+01:00UTC+01:00
Country: SpainSpain
Barcelona
Diego V. | SoftaimsMember Since 2024
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Machine LearningData AnalysisArtificial IntelligenceComputer VisionNatural Language ProcessingLarge Language ModelPyTorchOpenCVNeural Machine TranslationDeep LearningTransformer ModelPython Scikit-LearnAI ChatbotLLM Prompt EngineeringRetrieval Augmented GenerationLLMTabnineAmazon CodeWhispererOpenAI Codex

My name is Diego V. and I have over 1 year of experience in the tech industry. I specialize in the following technologies: Machine Learning, Data Analysis, Artificial Intelligence, Computer Vision, Natural Language Processing, etc.. I hold a degree in Master of Science (MS), Doctor of Philosophy (PhD), Bachelor of Applied Science (BASc). Some of the notable projects I've worked on include: Post-Editing with RAG and LLMs, Dynamic RAG System for CSS Selector Extraction in E-Commerce, EarthView, Logo Detection With No Priors, Pay Attention to the Activations, etc.. I am based in Barcelona, Spain. I've successfully completed 7 projects while developing at Softaims. Information integrity and application security are my highest priorities in development. I implement robust validation, encryption, and authorization mechanisms to protect sensitive data and ensure compliance. I am experienced in identifying and mitigating common security vulnerabilities in both new and existing applications. My work methodology involves rigorous testing—at the unit, integration, and security levels—to guarantee the stability and trustworthiness of the solutions I build. At Softaims, this dedication to security forms the basis for client trust and platform reliability. I consistently monitor and improve system performance, utilizing metrics to drive optimization efforts. I'm motivated by the challenge of creating ultra-reliable systems that safeguard client assets and user data.

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Experience
1 year
Availability
As Needed - Open to Offers
Hourly Rate
$60
Rating
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Welocalize
Profile of Ashraf M., Senior Software Engineer - AI, Machine Learning and NLP Platforms at Softaims
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Softaims
Ashraf M., Senior Software Engineer - AI, Machine Learning and NLP Platforms at Softaims

Ashraf M.

computer-vision

Verified BadgeVerified Expert in Engineering
Timezone: UTC+03:00UTC+03:00
Country: EgyptEgypt
Aswan
Ashraf M. | SoftaimsMember Since 2021
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Machine LearningDeep LearningComputer VisionImage ClassificationText ClassificationObject DetectionChatbotTransformer ModelHugging FaceLarge Language ModelNLP TokenizationLLM

My name is Ashraf M. and I have over 4 years of experience in the tech industry. I specialize in the following technologies: Machine Learning, Deep Learning, Computer Vision, Image Classification, Text Classification, etc.. I hold a degree in Master's degree. Some of the notable projects I've worked on include: AI-Powered Resume Screening & Candidate Matching, Sentiment Analysis System for Financial Market Prediction, AI-Powered Multilingual Chatbot for E-Commerce, Geospatial AI for Satellite Image Analysis, AI-Based Quality Control for Industrial Automation, etc.. I am based in Aswan, Egypt. I've successfully completed 19 projects while developing at Softaims. Information integrity and application security are my highest priorities in development. I implement robust validation, encryption, and authorization mechanisms to protect sensitive data and ensure compliance. I am experienced in identifying and mitigating common security vulnerabilities in both new and existing applications. My work methodology involves rigorous testing—at the unit, integration, and security levels—to guarantee the stability and trustworthiness of the solutions I build. At Softaims, this dedication to security forms the basis for client trust and platform reliability. I consistently monitor and improve system performance, utilizing metrics to drive optimization efforts. I'm motivated by the challenge of creating ultra-reliable systems that safeguard client assets and user data.

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Experience
4 years
Availability
As Needed - Open to Offers
Hourly Rate
$70
Rating
Previous Company
hitotec company
Profile of Kunjan V., Senior Software Engineer - AI, Machine Learning and Data Science Platforms at Softaims
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Softaims
Kunjan V., Senior Software Engineer - AI, Machine Learning and Data Science Platforms at Softaims

Kunjan V.

computer-vision

Verified BadgeVerified Expert in Engineering
Timezone: UTC+02:00UTC+02:00
Country: GermanyGermany
Karlsruhe
Kunjan V. | SoftaimsMember Since 2019
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Machine LearningDeep LearningArtificial IntelligencePythonNatural Language ProcessingData ScienceComputer VisionPyTorchTensorFlowRetrieval Augmented GenerationLarge Language ModelData EngineeringAI Agent DevelopmentData AnalysisLLMa0TrickleSoftgen AI

My name is Kunjan V. and I have over 6 years of experience in the tech industry. I specialize in the following technologies: Machine Learning, Deep Learning, Artificial Intelligence, Python, Natural Language Processing, etc.. I hold a degree in Master of Science (MS), Bachelor of Engineering (BEng), Master of Business Administration (MBA). Some of the notable projects I’ve worked on include: AI-Powered Media Intelligence Platform - Enterprise Solution, Personalizing Nutrition for Your Health & Fitness Journey with AI, A Copy writer chat assistant with intuitive sales pitch abilities, Empowering Aretolabs with AI-Powered Moderation and Real-Time Insights, Redefining Special Needs Education Through AI-Powered Personalization, etc.. I am based in Karlsruhe, Germany. I've successfully completed 21 projects while developing at Softaims. I specialize in architecting and developing scalable, distributed systems that handle high demands and complex information flows. My focus is on building fault-tolerant infrastructure using modern cloud practices and modular patterns. I excel at diagnosing and resolving intricate concurrency and scaling issues across large platforms. Collaboration is central to my success; I enjoy working with fellow technical experts and product managers to define clear technical roadmaps. This structured approach allows the team at Softaims to consistently deliver high-availability solutions that can easily adapt to exponential growth. I maintain a proactive approach to security and performance, treating them as integral components of the design process, not as afterthoughts. My ultimate goal is to build the foundational technology that powers client success and innovation.

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Experience
6 years
Availability
Full-time
Hourly Rate
$70
Rating
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Siemens Healthineers

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