How does computer vision technology work?

The question is about computer vision

Answer

Computer vision technology works by using algorithms and models to process and analyze visual data. It starts with image acquisition, where cameras or sensors capture images or video. These images are then processed using techniques like filtering and edge detection to extract important features. Machine learning models, often based on neural networks, are trained on large datasets to recognize patterns and make predictions. By learning from labeled data, these models can identify objects, track movements, and interpret scenes, enabling applications like autonomous vehicles and medical imaging.

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Profile of Mostafa  M., Junior Software Engineer - AI, Computer Vision and Data Science at Softaims
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Softaims
Mostafa M., Junior Software Engineer - AI, Computer Vision and Data Science at Softaims

Mostafa M.

computer-vision

Verified BadgeVerified Expert in Engineering
Timezone: UTC+03:00UTC+03:00
Country: EgyptEgypt
Cairo
Mostafa  M. | SoftaimsMember Since 2024
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Computer VisionDeep LearningMachine Learning AlgorithmDeep Neural NetworkConvolutional Neural NetworkTesseract OCRObject Detection & TrackingArtificial IntelligenceData ScienceFacial RecognitionFace DetectionPyTorchOpenCV

My name is Mostafa M. and I have over 1 year of experience in the tech industry. I specialize in the following technologies: Computer Vision, Deep Learning, Machine Learning Algorithm, Deep Neural Network, Convolutional Neural Network, etc.. I hold a degree in Bachelor of Engineering (BEng). Some of the notable projects I've worked on include: Build and Deploy AI Models on Orange Pi for Real Time Applications, High Resolution Image Processing 500MB Image with Incredible Detail, Football Player Tracking, Customer Segments, License Plate Recognition. I am based in Cairo, Egypt. I've successfully completed 5 projects while developing at Softaims. I thrive on project diversity, possessing the adaptability to seamlessly transition between different technical stacks, industries, and team structures. This wide-ranging experience allows me to bring unique perspectives and proven solutions from one domain to another, significantly enhancing the problem-solving process. I quickly become proficient in new technologies as required, focusing on delivering immediate, high-quality value. At Softaims, I leverage this adaptability to ensure project continuity and success, regardless of the evolving technical landscape. My work philosophy centers on being a resilient and resourceful team member. I prioritize finding pragmatic, scalable solutions that not only meet the current needs but also provide a flexible foundation for future development and changes.

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Experience
1 year
Availability
As Needed - Open to Offers
Hourly Rate
$25
Rating
Previous Company
Digital Hub
Profile of Matthew M., Software Engineer - Machine Learning, Computer Vision and Security Platforms at Softaims
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Softaims
Matthew M., Software Engineer - Machine Learning, Computer Vision and Security Platforms at Softaims

Matthew M.

computer-vision

Verified BadgeVerified Expert in Engineering
Timezone: UTC-02:30UTC-02:30
Country: CanadaCanada
Stillwater Lake
Matthew M. | SoftaimsMember Since 2025
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CReverse EngineeringAssembly LanguageMachine LearningComputer VisionVerilogCUDACircuit DesignSecurity AnalysisC++C#PythonImage ProcessingCryptographyKernel

My name is Matthew M. and I have over 2 years of experience in the tech industry. I specialize in the following technologies: Reverse Engineering, Assembly Language, Machine Learning, Computer Vision, Verilog, etc.. I hold a degree in Bachelor's degree, Master of Computer Science (MSCS). Some of the notable projects I’ve worked on include: Niftotrack: Sub-mm 3D Tracking For Medical and Aerospace Training, Aerospace MR: Rear Crew Mission Trainer, IMAGEamigo.com, AUDIOchum.com, Mars Escape: Mixed Reality, etc.. I am based in Stillwater Lake, Canada. I've successfully completed 9 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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Experience
2 years
Availability
Full-time
Hourly Rate
$45
Rating
Previous Company
IBM Canada
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

Verified BadgeVerified Expert in Engineering
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 Scraping

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
Availability
Full-time
Hourly Rate
$40
Rating
Previous Company
DeepSpace
Profile of Vlad-Andrei T., Senior Software Engineer - Python, Machine Learning and Computer Vision at Softaims
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Softaims
Vlad-Andrei T., Senior Software Engineer - Python, Machine Learning and Computer Vision at Softaims

Vlad-Andrei T.

computer-vision

Verified BadgeVerified Expert in Engineering
Timezone: UTC+02:00UTC+02:00
Country: RomaniaRomania
Timisoara
Vlad-Andrei T. | SoftaimsMember Since 2021
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PythonOpenCVTensorFlowRaspberry PiJavaC++Machine LearningComputer VisionLinuxUnixDeep Neural Network

My name is Vlad-Andrei T. and I have over 4 years of experience in the tech industry. I specialize in the following technologies: Python, OpenCV, TensorFlow, Raspberry Pi, Java, etc.. I hold a degree in Bachelor of Computer Science (BCompSc), . Some of the notable projects I've worked on include: Podcast Clip Extractor, DOCScan, Emotion Recognizer, Hand tracking Projects, eBon, etc.. I am based in Timisoara, Romania. I've successfully completed 6 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
Less than 30 hrs/week
Hourly Rate
$30
Rating
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DataAnnotation
Profile of Mohamed A., Software Engineer - AI, Machine Learning and Computer Vision Platforms at Softaims
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Softaims
Mohamed A., Software Engineer - AI, Machine Learning and Computer Vision Platforms at Softaims

Mohamed A.

computer-vision

Verified BadgeVerified Expert in Engineering
Timezone: UTC+02:00UTC+02:00
Country: EgyptEgypt
Asyut
Mohamed A. | SoftaimsMember Since 2022
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OpenCVPythonPyTorchReinforcement LearningMachine LearningComputer VisionNatural Language ProcessingDeep Neural NetworkChatGPTTelegram APILarge Language ModelObject Detection & TrackingLLM

My name is Mohamed A. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: OpenCV, Python, PyTorch, Reinforcement Learning, Machine Learning, etc.. I hold a degree in Bachelor of Computer Science (BCompSc), Master's degree. Some of the notable projects I've worked on include: Advanced Facial Recognition and Analysis, Real-time Traffic Violation Detection System, Advanced Object Detection System, Sport analysis system, Hierarchal CNN model, etc.. I am based in Asyut, Egypt. I've successfully completed 10 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
3 years
Availability
More than 30 hrs/week
Hourly Rate
$30
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Edge vision
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

Verified BadgeVerified Expert in Engineering
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 Learning

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
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Nola
Profile of Khaled M., Software Engineer - AI, Cloud and Computer Vision Platforms at Softaims
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Softaims
Khaled M., Software Engineer - AI, Cloud and Computer Vision Platforms at Softaims

Khaled M.

computer-vision

Verified BadgeVerified Expert in Engineering
Timezone: UTC+02:00UTC+02:00
Country: EgyptEgypt
Sohag
Khaled M. | SoftaimsMember Since 2022
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Computer VisionSQLPyTorchTensorFlowDockern8nChatbotLLM Prompt EngineeringLangChainVector DatabaseMake.comRetrieval Augmented GenerationAWS LambdaAI Agent DevelopmentAI Chatbot

My name is Khaled M. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: Computer Vision, SQL, PyTorch, TensorFlow, Docker, etc.. I hold a degree in Bachelor's degree, Master's degree. Some of the notable projects I've worked on include: Modown – AI Meeting Report Generator (Mobile App), AI Product Recommendation Chatbot, AI-Based Image Caption Generator Using Google Gemini API, AI Agent based on Contextual RAG for Arabic [legal texts], AI Assistant [agent using n8n], etc.. I am based in Sohag, Egypt. I've successfully completed 15 projects while developing at Softaims. I am a dedicated innovator who constantly explores and integrates emerging technologies to give projects a competitive edge. I possess a forward-thinking mindset, always evaluating new tools and methodologies to optimize development workflows and enhance application capabilities. Staying ahead of the curve is my default setting. At Softaims, I apply this innovative spirit to solve legacy system challenges and build greenfield solutions that define new industry standards. My commitment is to deliver cutting-edge solutions that are both reliable and groundbreaking. My professional drive is fueled by a desire to automate, optimize, and create highly efficient processes. I thrive in dynamic environments where my ability to quickly master and deploy new skills directly impacts project delivery and client satisfaction.

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Experience
3 years
Availability
More than 30 hrs/week
Hourly Rate
$25
Rating
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Suhag University
Profile of Eugene G., Lead Software Engineer - AI, Cloud and Computer Vision Platforms at Softaims
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Softaims
Eugene G., Lead Software Engineer - AI, Cloud and Computer Vision Platforms at Softaims

Eugene G.

computer-vision

Verified BadgeVerified Expert in Engineering
Timezone: UTC+02:00UTC+02:00
Country: UkraineUkraine
Kyiv
Eugene G. | SoftaimsMember Since 2013
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Deep LearningOpenCVComputer VisionTensorFlowPyTorchPythonC++YOLOStyleGANPerformance OptimizationTesseract OCRGoogle Cloud Vision APIChatGPT APIGoogle Cloud PlatformStable Diffusion

My name is Eugene G. and I have over 12 years of experience in the tech industry. I specialize in the following technologies: Deep Learning, OpenCV, Computer Vision, TensorFlow, PyTorch, etc.. I hold a degree in Master's degree. Some of the notable projects I've worked on include: AI Vision Tool for EAN Barcode Detection, Text-to-Manicure Generator, Fast Eye Structure Detection, Fast colour balls detection & tracking, Face contour crop, etc.. I am based in Kyiv, Ukraine. I've successfully completed 15 projects while developing at Softaims. I am a dedicated innovator who constantly explores and integrates emerging technologies to give projects a competitive edge. I possess a forward-thinking mindset, always evaluating new tools and methodologies to optimize development workflows and enhance application capabilities. Staying ahead of the curve is my default setting. At Softaims, I apply this innovative spirit to solve legacy system challenges and build greenfield solutions that define new industry standards. My commitment is to deliver cutting-edge solutions that are both reliable and groundbreaking. My professional drive is fueled by a desire to automate, optimize, and create highly efficient processes. I thrive in dynamic environments where my ability to quickly master and deploy new skills directly impacts project delivery and client satisfaction.

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Experience
12 years
Availability
Less than 30 hrs/week
Hourly Rate
$80
Rating
Previous Company
Gradeon
Profile of Youssef M., Software Engineer - AI, Machine Learning and Computer Vision Platforms at Softaims
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Softaims
Youssef M., Software Engineer - AI, Machine Learning and Computer Vision Platforms at Softaims

Youssef M.

computer-vision

Verified BadgeVerified Expert in Engineering
Timezone: UTC+02:00UTC+02:00
Country: EgyptEgypt
Cairo
Youssef M. | SoftaimsMember Since 2022
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Computer VisionDeep LearningOCR SoftwareAI-Enhanced Medical ImagingNLP TokenizationRetrieval Augmented GenerationFastAPIArtificial IntelligenceMachine LearningMachine Learning ModelData MiningComputer EngineeringPyTorchTensorFlowData Preprocessing

My name is Youssef M. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: Computer Vision, Deep Learning, OCR Software, AI-Enhanced Medical Imaging, NLP Tokenization, etc.. I hold a degree in Bachelor of Computer Science (BCompSc), Bachelor's degree. Some of the notable projects I've worked on include: AI-Powered CV Matching Engine MVP, AI Multi-Agent PDF Extraction System for Medical Data Processing, AI Dental Diagnosis: CNN-Based Teeth Classification System, RAG-Powered Nutrition QA System: Intelligent Dietary Assistant, Medical Report Validator using RAG and UMLS Embeddings, etc.. I am based in Cairo, Egypt. I've successfully completed 6 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
3 years
Availability
More than 30 hrs/week
Hourly Rate
$25
Rating
Previous Company
Cellula Technologies
Profile of Reza V., Software Engineer - AI, Python and Computer Vision Platforms at Softaims
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Softaims
Reza V., Software Engineer - AI, Python and Computer Vision Platforms at Softaims

Reza V.

computer-vision

Verified BadgeVerified Expert in Engineering
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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Experience
3 years
Availability
More than 30 hrs/week
Hourly Rate
$25
Rating
Previous Company
ZEISS Medical Technology

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