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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8 years
Availability
Less than 30 hrs/week
Hourly Rate
$120
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Technical University Kaiserslautern
Profile of Dmitriy K., Software Engineer - AI, Machine Learning and Computer Vision Platforms at Softaims
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Softaims
Dmitriy K., Software Engineer - AI, Machine Learning and Computer Vision Platforms at Softaims

Dmitriy K.

computer-vision

Verified BadgeVerified Expert in Engineering
Timezone: UTC+02:00UTC+02:00
Country: UkraineUkraine
Kharkiv
Dmitriy K. | SoftaimsMember Since 2022
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Computer VisionTensorFlowOpenCVDeep LearningKerasPythonMachine LearningMatplotlibPySparkSeabornArtificial Neural NetworkConvolutional Neural NetworkArtificial IntelligencePyTorchSciPyAnythingDevinVibeCode

My name is Dmitriy K. and I have over 3 years of experience in the tech industry. I specialize in the following technologies: Computer Vision, TensorFlow, OpenCV, Deep Learning, Keras, etc.. I hold a degree in Master of Computer Science (MSCS). Some of the notable projects I've worked on include: AI-powered Football Game Action Video Analysis Platform, Casino Real-Time Game Analysis Module, AI-powered Parking Surveillance Solution, AI-powered Tennis Video Analysis System, Real-Time Exercises Quality Evaluation, etc.. I am based in Kharkiv, Ukraine. I've successfully completed 8 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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3 years
Availability
More than 30 hrs/week
Hourly Rate
$70
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Requestum
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.

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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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Full-time
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$25
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IBM Philippines
Profile of Vlad-Andrei T., Senior Software Engineer - Python, Machine Learning and Computer Vision at Softaims
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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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DataAnnotation
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
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ZEISS Medical Technology
Profile of Balyogi Mohan D., Senior Software Engineer - AI, Machine Learning and Computer Vision Platforms at Softaims
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Balyogi Mohan D., Senior Software Engineer - AI, Machine Learning and Computer Vision Platforms at Softaims

Balyogi Mohan D.

computer-vision

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Timezone: UTC+01:00UTC+01:00
Country: FranceFrance
Lille
Balyogi Mohan D. | SoftaimsMember Since 2021
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Computer VisionLarge Language ModelMachine LearningDiffusion ModelYOLOImage SegmentationAnomaly DetectionAI-Generated ImageLoRaLLM

My name is Balyogi Mohan D. and I have over 4 years of experience in the tech industry. I specialize in the following technologies: Computer Vision, Large Language Model, Machine Learning, Diffusion Model, YOLO, etc.. I hold a degree in , Doctor of Philosophy (PhD). Some of the notable projects I've worked on include: LLaMA Fine-Tuning Pipeline with PyTorch, RAG application using Open-source LLM, Industrial Anomaly Detection with Computer Vision, YouTube Channel focused on AI and Machine Learning, Building a Real-Time Image Classifier with Streamlit and PyTorch, etc.. I am based in Lille, France. I've successfully completed 7 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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4 years
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BUAWEI
Profile of Nader E., Senior Software Engineer - AI, Machine Learning and Computer Vision Platforms at Softaims
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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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6 years
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$40
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Anyline GmbH
Profile of Khaled M., Software Engineer - AI, Cloud and Computer Vision Platforms at Softaims
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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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3 years
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More than 30 hrs/week
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Suhag University
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 Mohamed A., Software Engineer - AI, Machine Learning and Computer Vision Platforms at Softaims
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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
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Edge vision

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