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 Vivek P., Software Engineer - AI, Machine Learning and Computer Vision Platforms at Softaims
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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 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
Availability
Full-time
Hourly Rate
$40
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DeepSpace
Profile of Amit P., Senior Software Engineer - AI, Machine Learning and Computer Vision Platforms at Softaims
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Softaims
Amit P., Senior Software Engineer - AI, Machine Learning and Computer Vision Platforms at Softaims

Amit P.

computer-vision

Verified BadgeVerified Expert in Engineering
Timezone: UTC+05:45UTC+05:45
Country: NepalNepal
Kathmandu
Amit P. | SoftaimsMember Since 2019
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Artificial Neural NetworkDeep Neural NetworkPyTorchComputer VisionDeep LearningData ScienceArtificial IntelligenceNatural Language ProcessingMachine LearningTensorFlowOpenCVData MiningPythonModel OptimizationEdge AIDevinVibeCodea0

My name is Amit P. and I have over 6 years of experience in the tech industry. I specialize in the following technologies: Artificial Neural Network, Deep Neural Network, PyTorch, Computer Vision, Deep Learning, etc.. I hold a degree in Bachelor of Engineering (BEng), . Some of the notable projects I've worked on include: Object Detection Networks Paper Replication from Scratch using PyTorch, FPGA-Optimized NAS for Image Classification for Real-time Efficiency, Machine Learning Algorithm Implementations, Shakespeare: GPT from Scratch, LungVision: Identifying Pulmonary Disease through X-rays & DL, etc.. I am based in Kathmandu, Nepal. I've successfully completed 8 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
6 years
Availability
As Needed - Open to Offers
Hourly Rate
$30
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LogicTronix
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

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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 Preprocessinga0TrickleSoftgen AI

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
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Cellula Technologies
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

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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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4 years
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Less than 30 hrs/week
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DataAnnotation
Profile of KAVEH S., Software Engineer - AI, Robotics and Computer Vision Platforms at Softaims
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Softaims
KAVEH S., Software Engineer - AI, Robotics and Computer Vision Platforms at Softaims

KAVEH S.

computer-vision

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Timezone: UTC+03:00UTC+03:00
Country: TurkeyTurkey
Denizli
KAVEH S. | SoftaimsMember Since 2022
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Computer VisionMachine Learning AlgorithmPythonImage ProcessingNVIDIA JetsonObject TrackingRoboticsArtificial IntelligenceRobot Operating SystemDockerAltium DesignerSTM32ESP32Raspberry PiEngineering SimulationOpenAI CodexAiderZed AI

My name is KAVEH S. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: Computer Vision, Machine Learning Algorithm, Python, Image Processing, NVIDIA Jetson, etc.. I hold a degree in Master of Science (MS), Bachelor of Science (BS). Some of the notable projects I’ve worked on include: Simulation of a Mobile Robot for Navigating and 3D Mapping, Live Object Tracking with Pan-Tilt Mechanism, Auto Balance System, IOT Zigbee/BLE Module - STM32WB55, Smart Plug - ESP32C6. I am based in Denizli, Turkey. I've successfully completed 5 projects while developing at Softaims. I value a collaborative environment where shared knowledge leads to superior outcomes. I actively mentor junior team members, conduct thorough quality reviews, and champion engineering best practices across the team. I believe that the quality of the final product is a direct reflection of the team's cohesion and skill. My experience at Softaims has refined my ability to effectively communicate complex technical concepts to non-technical stakeholders, ensuring project alignment from the outset. I am a strong believer in transparent processes and iterative delivery. My main objective is to foster a culture of quality and accountability. I am motivated to contribute my expertise to projects that require not just technical skill, but also strong organizational and leadership abilities to succeed.

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3 years
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Full-time
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$25
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ASELSAN
Profile of Terence B., Lead Software Engineer - Embedded Systems, Machine Learning and Computer Vision at Softaims
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Terence B., Lead Software Engineer - Embedded Systems, Machine Learning and Computer Vision at Softaims

Terence B.

computer-vision

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Timezone: UTC+08:00UTC+08:00
Country: PhilippinesPhilippines
Lapu-Lapu
Terence B. | SoftaimsMember Since 2005
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CFirmwareReal-Time Operating SystemEmbedded SystemEmbedded CJavaScriptC++PythonComputer VisionBluetooth LEFirmware ProgrammingJ2EEOCR AlgorithmMachine LearningJava

My name is Terence B. and I have over 20 years of experience in the tech industry. I specialize in the following technologies: C, Firmware, Real-Time Operating System, Embedded System, Embedded C, etc.. I hold a degree in . Some of the notable projects I’ve worked on include: Climate Cultivation Automation Hardware Design, PCB and Firmware, FMS MiniPro Hardware Design, PCB and Firmware, FMS Multipro PCB and Firmware, Brilliant Seal Project, Tax Analyzer Express, etc.. I am based in Lapu-Lapu, Philippines. I've successfully completed 10 projects while developing at Softaims. I value a collaborative environment where shared knowledge leads to superior outcomes. I actively mentor junior team members, conduct thorough quality reviews, and champion engineering best practices across the team. I believe that the quality of the final product is a direct reflection of the team's cohesion and skill. My experience at Softaims has refined my ability to effectively communicate complex technical concepts to non-technical stakeholders, ensuring project alignment from the outset. I am a strong believer in transparent processes and iterative delivery. My main objective is to foster a culture of quality and accountability. I am motivated to contribute my expertise to projects that require not just technical skill, but also strong organizational and leadership abilities to succeed.

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1 Year
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IBM Philippines
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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2 years
Availability
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Nola
Profile of Nadhir H., Senior Software Engineer - AI, Machine Learning and Computer Vision Platforms at Softaims
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Softaims
Nadhir H., Senior Software Engineer - AI, Machine Learning and Computer Vision Platforms at Softaims

Nadhir H.

computer-vision

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Timezone: UTC+05:30UTC+05:30
Country: Sri LankaSri Lanka
Kandy
Nadhir H. | SoftaimsMember Since 2021
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Computer VisionDeep LearningNeural NetworkArtificial IntelligencePyTorchOpenCVMachine LearningConvolutional Neural NetworkImage ProcessingImage AnalysisYOLOOCR SoftwareData ScienceChatbotTwilioOpenAI CodexAiderZed AI

My name is Nadhir H. and I have over 4 years of experience in the tech industry. I specialize in the following technologies: Computer Vision, Deep Learning, Neural Network, Artificial Intelligence, PyTorch, etc.. I hold a degree in Bachelor's. Some of the notable projects I've worked on include: Fastner Recognition Project, Real-Time Face Recognition Attendance System, Fully AI Driven IVR System for Customer Care Center, FootBall Event Detection and Ball Tracking, Aim Bot For Pubg, etc.. I am based in Kandy, Sri Lanka. I've successfully completed 13 projects while developing at Softaims. I employ a methodical and structured approach to solution development, prioritizing deep domain understanding before execution. I excel at systems analysis, creating precise technical specifications, and ensuring that the final solution perfectly maps to the complex business logic it is meant to serve. My tenure at Softaims has reinforced the importance of careful planning and risk mitigation. I am skilled at breaking down massive, ambiguous problems into manageable, iterative development tasks, ensuring consistent progress and predictable delivery schedules. I strive for clarity and simplicity in both my technical outputs and my communication. I believe that the most powerful solutions are often the simplest ones, and I am committed to finding those elegant answers for our clients.

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Experience
4 years
Availability
More than 30 hrs/week
Hourly Rate
$40
Rating
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Imara Software Solution
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
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Previous Company
IBM Canada
Profile of Dmytro U., Lead Software Engineer - AI, Cloud and Machine Learning Platforms at Softaims
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Softaims
Dmytro U., Lead Software Engineer - AI, Cloud and Machine Learning Platforms at Softaims

Dmytro U.

computer-vision

Verified BadgeVerified Expert in Engineering
Timezone: UTC+02:00UTC+02:00
Country: SpainSpain
Valencia
Dmytro U. | SoftaimsMember Since 2014
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Computer VisionDeep LearningPythonMachine LearningTensorFlowImage ProcessingChatGPTLLaMAArtificial IntelligencePattern RecognitionAWS LambdaProject ManagementGolangAWS DevelopmentGoogle Cloud PlatformCloud ComputingReactTwilioReact NativeNextjsgithub copilotRetoolSoftgen

My name is Dmytro U. and I have over 11 years of experience in the tech industry. I specialize in the following technologies: Computer Vision, Deep Learning, Python, Machine Learning, TensorFlow, etc.. I hold a degree in Master of Business Administration (MBA), Master of Science (MS). Some of the notable projects I’ve worked on include: TBCLive, CompanyTrack, SHRED: Gym & Home Workout, Wilowrid Flutter project, SecondSelf Fun, etc.. I am based in Valencia, Spain. I've successfully completed 37 projects while developing at Softaims. I employ a methodical and structured approach to solution development, prioritizing deep domain understanding before execution. I excel at systems analysis, creating precise technical specifications, and ensuring that the final solution perfectly maps to the complex business logic it is meant to serve. My tenure at Softaims has reinforced the importance of careful planning and risk mitigation. I am skilled at breaking down massive, ambiguous problems into manageable, iterative development tasks, ensuring consistent progress and predictable delivery schedules. I strive for clarity and simplicity in both my technical outputs and my communication. I believe that the most powerful solutions are often the simplest ones, and I am committed to finding those elegant answers for our clients.

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Experience
11 years
Availability
Full-time
Hourly Rate
$45
Rating
Previous Company
IBM Spain

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