Computer Vision Development Services

We harness the full spectrum of computer vision, from image and face recognition to optical character recognition and video
analytics, to build intelligent systems that eliminate manual bottlenecks, elevate decision-making, and position your business well
ahead of the curve.
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Computer vision solutions we offer

1 Image segmentation
2 Image classification
3 Face recognition & biometrics
4 Optical Character Recognition (OCR)
5 Object detection
6 Text & document recognition
7 Video analytics
8 Behavior and motion analysis
1

Partitioning a digital image into distinct, meaningful regions, image segmentation utilizes techniques like semantic isolation and algorithms like Mask R-CNN or SAM to precisely locate objects for advanced visual analysis.

Use cases

  • Autonomous vehicle navigation
  • Medical tumor detection
  • Satellite land-cover mapping
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VNEXT_Top 10 IT Companies 2018
VNEXT_ISO 27001 certificate
VNEXT_Capability Maturity Model Integration_CMMI certificate
VNEXT_Top 10 IT Companies 2019
VNEXT_Top 10 IT Companies 2020
VNEXT_ISO 9001 certificate
VNEXT_Top 10 IT Companies 2021
VNEXT_SAP Partner
VNEXT_Top 10 IT Companies 2022
VNEXT_salesforce partner
  • VNEXT_AWS Standard Consulting Partner
  • VNEXT_ISTQB Gold Partner
  • VNEXT_Top 10 IT Companies 2018
  • VNEXT_ISO 27001 certificate
  • VNEXT_Capability Maturity Model Integration_CMMI certificate
  • VNEXT_Top 10 IT Companies 2019
  • VNEXT_Top 10 IT Companies 2020
  • VNEXT_ISO 9001 certificate
  • VNEXT_Top 10 IT Companies 2021
  • VNEXT_SAP Partner
  • VNEXT_Top 10 IT Companies 2022
  • VNEXT_salesforce partner

Have a computer vision project in mind?

Contact us
  • AI Knowledge Assistant delivers instant search and 70% cost reduction

    ChatGPT integration for enterprise search accuracy

    AI Integration Natural Language Processing Generative AI

    A client operating with large volumes of internal data faced persistent challenges in retrieving relevant information quickly and accurately. By integrating the OpenAI GPT API into their existing system, we significantly improved data search accuracy and enabled intelligent linking between related datasets, reducing manual lookup time and improving operational efficiency across departments.

  • AI Agent for custom web applications built for the Japanese user experience

    AI Agent for custom web applications built for the Japanese user experience

    Large Language Model (LLM) Development Generative AI Enterprise AI

    We developed Generate UI Chatbot, an AI agent that creates reference interfaces so non-technical stakeholders can visualize a business management system before the real app is built. Stakeholders describe what they need in natural language, and the agent proposes layouts and renders visual previews, keeping the design aligned with Japanese customers' workflows, habits, and expectations.

  • AI-powered OCR for complex document recognition

    AI-powered OCR for complex document recognition

    OCR Intelligent Document Processing

    To tackle a massive pile of handwritten documents, passports, invoices, and meter reading slips, we built and deployed an AI-powered OCR system for our client. Using our own image processing technology, the tool cleaned up messy, scanned forms and turned them into neat digital data with 95% to 99% accuracy.

  • In-store visitor analysis through image recognition

    In-store visitor analysis through image recognition

    Computer Vision Retail Analytics

    We helped our retail client unlock deeper shopper insights by applying deep learning to their existing in-store security cameras. The system we built maps out visitor counts, traffic patterns, and demographics, letting them easily measure the impact of layout changes and improve the overall customer experience.

  • Speech recognition across multiple business applications

    Speech recognition across multiple business applications

    Speech Recognition Voice AI

    When our client needed a versatile speech recognition system that went far beyond basic voice commands, we built a solution that handles automatic meeting minutes, real-time translation, and smooth robot interactions. By continually refining the models with real-world usage data, we ensured the system's accuracy keeps improving the more they use it.

  • AI-driven hospital menu and inventory optimization

    AI-driven hospital menu and inventory optimization

    Intelligent Automation Healthcare AI

    A hospital managing complex dietary requirements for a large patient population needed a smarter approach to meal planning and ingredient procurement. We implemented an AI system that automatically generates personalized menus aligned with individual dietary restrictions and optimizes ingredient order forms based on patient volumes, reducing waste, improving nutritional compliance, and streamlining kitchen operations.

  • High-security face recognition built for enterprise-grade protection

    High-security face recognition built for enterprise-grade protection

    AI Facial Recognition Smart Security System

    We built a next-gen face recognition system with anti-spoofing technology, delivering over 80% verification accuracy even in low-light conditions and ensuring absolute security for enterprises. The solution enables hands-free attendance that automates check-in at building lobbies, alongside multi-site sync for centralized access data management across the entire system.

  • OCR technology for digitizing water meter readings

    OCR technology for digitizing water meter readings

    OCR Computer vision

    We helped a client digitize their water meter reading process with specialized OCR technology, accurately reading digits on old and new meters even when partially obscured or shot from difficult angles. The solution enabled automatic readings via smartphone camera and direct export to ERP systems, eliminating manual data entry.

  • Computer vision-powered person and clothing color detection

    Computer vision-powered person and clothing color detection

    OCR Computer vision

    A client needed a smarter way to monitor activity across their facilities, so we built a computer vision system that identifies people in frame, classifies attire, and recognizes dominant colors such as shirts, pants, hats, and accessories. Beyond simple detection, the solution enables area monitoring, access control, and real-time behavior analysis, backed by time and area-based statistical reports.

Computer vision adoption
across industries

Manufacturing
  • Manufacturing —
  • Finance & banking —
  • Healthcare —
  • Retail & Ecommerce —
  • Education —
  • Entertainment & Media —
  • Travel & Hospitality —
  • Logistics —
  • Energy —
  • Professional services —
  • Automated quality control through real-time defect and misalignment detection across production lines
  • Workplace safety monitoring via fatigue detection, hazard identification, and environmental risk assessment
  • Predictive maintenance and assembly automation through infrared thermography, anomaly detection, and robotics visual guidance

Tackle tasks with efficiency and accuracy

Enhanced accuracy and efficiency

Tailored to your specific data types and operational scenarios, custom computer vision solutions eliminate manual bottlenecks and ensure every task is executed with maximum precision.

Stronger security and regulatory compliance

Whether operating in healthcare, finance, or legal environments, organizations benefit from computer vision systems built around data sensitivity, keeping sensitive information protected and industry standards consistently met.

Better customer experience

From biometric authentication to personalized in-store interactions, computer vision unlocks a broad spectrum of customer-centric services that drive loyalty and satisfaction across industries.

Proactive risk mitigation

Keeping staff, customers, and assets safe becomes significantly more manageable when computer vision is embedded into solutions ranging from predictive maintenance and ADAS to real-time surveillance systems.

Smarter decision-making

Patterns, anomalies, and relevant visual features are automatically surfaced and interpreted, giving organizations the data-driven foundation they need to act faster and with greater confidence.

Computer vision tech stack

Languages

  • Python
  • C/C++

Frameworks & Core Libraries

  • PyTorch
  • TensorFlow/Keras
  • Ultralytics
  • Hugging Face
  • OpenCV

Deployment & MLOps

  • ONNX
  • TensorRT
  • NVIDIA Jetson
  • FastAPI
  • Docker
  • AWS / Azure

Data annotation

  • CVAT
  • Label Studio
  • Roboflow

Object detection & Tracking

  • YOLO26
  • YOLO11
  • RT-DETR
  • ByteTrack

Image classification

  • ResNet
  • EfficientNet
  • ViT

Image segmentation

  • SAM 3
  • U-Net
  • Mask R-CNN

Anomaly detection

  • Anomalib (PatchCore)

Pose estimation

  • MediaPipe
  • YOLO-Pose

Face recognition

  • DeepFace
  • InsightFace
  • Face Anti-Spoofing

OCR

  • PaddleOCR
  • VietOCR
  • Tesseract
  • Google Cloud Vision / Azure AI Vision

Vision-language models

  • GPT
  • Gemini
  • Stable Diffusion

Computer vision delivery process

1

Data collection & annotation

  • We build high-quality, diverse datasets that reduce bias and improve model accuracy. Every data point undergoes strict manual review to ensure your model trains on flawless information.
2

Model selection & training

  • We use pre-trained models to fast-track development and reduce your time-to-market. Before deployment, every model is rigorously stress-tested against real-world scenarios to guarantee reliable performance.
3

Computational optimization

  • We optimize models for maximum speed and lower operational costs. By using techniques like quantization, pruning, and hardware acceleration (GPUs/TPUs), we ensure your solution handles real-time processing efficiently.
4

Deployment & integration

  • We handle seamless deployment across cloud, on-premise, or containerized environments. Our team runs extensive integration testing to ensure the solution plugs into your existing infrastructure with zero downtime or compatibility issues.
5

Monitoring & maintenance

  • We don't just launch and leave. We continuously track system performance, proactively fix bugs, and regularly update the software with the latest AI advancements to keep your business ahead of the competition.
~20+
Years of experience developing
custom solutions
100+
Data, AI,
and ML experts
200+
AI projects
delivered
40%
Cost savings
$
Delivery on time, on budget,
and on scope
ISO
ISO 27001-certified for security
management practices
  • ~20+
    Years of experience developing
    custom solutions
  • 100+
    Data, AI,
    and ML experts
  • 200+
    AI projects
    delivered
  • 40%
    Cost savings
  • $
    Delivery on time, on budget,
    and on scope
  • ISO
    ISO 27001-certified for security
    management practices

AI development
team hiring models

Dedicated team

A fully committed team focused entirely on your AI project, built around the skills you need and structured for long-term growth and innovation.

Best for:

  • Large-scale, multi-phase AI projects
  • Businesses driving ongoing AI innovation
HIRE A DEDICATED TEAM

Fixed-price project

A clearly scoped engagement with a defined budget and timeline, giving you full cost predictability and accountability from kickoff to delivery.

Best for:

  • Well-defined AI projects with stable requirements
  • Businesses looking for a low-risk, outcome-focused engagement
HIRE OUR AI ENGINEERS

Staff augmentation

Skilled AI engineers who join your existing team and work under your direct management, giving you fast access to specialized talent without the overhead of permanent hiring.

Best for:

  • Filling specific AI skill gaps in your in-house team, such as ML, LLM, or data engineering
  • Adding capacity for a particular phase, like model training, integration, or launch
  • Companies that want to keep full control of their AI roadmap while scaling the team flexibly
OUTSOURCE YOUR PROJECTS
  • Dedicated team

    A fully committed team focused entirely on your AI project, built around the skills you need and structured for long-term growth and innovation.

    Best for:

    • Large-scale, multi-phase AI projects
    • Businesses driving ongoing AI innovation
    HIRE A DEDICATED TEAM
  • Fixed-price project

    A clearly scoped engagement with a defined budget and timeline, giving you full cost predictability and accountability from kickoff to delivery.

    Best for:

    • Well-defined AI projects with stable requirements
    • Businesses looking for a low-risk, outcome-focused engagement
    HIRE OUR AI ENGINEERS
  • Staff augmentation

    Skilled AI engineers who join your existing team and work under your direct management, giving you fast access to specialized talent without the overhead of permanent hiring.

    Best for:

    • Filling specific AI skill gaps in your in-house team, such as ML, LLM, or data engineering
    • Adding capacity for a particular phase, like model training, integration, or launch
    • Companies that want to keep full control of their AI roadmap while scaling the team flexibly
    OUTSOURCE YOUR PROJECTS

Our insights

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Transportation & Logistics SAP/ERP

Learn how SAP Transportation Management helps companies cut freight costs. Explore SAP TM deployment options, key features, and the benefits of SAP in transport.

SAP Transportation Management (TM) : Best practices for a connected transportation system

SAP for logistics and transportation: modules, benefits, and implementation

Transportation & Logistics SAP/ERP

SAP for logistics connects warehouses, transport, carriers, and finance on one platform. Compare key modules, solutions, benefits and implementation steps.

SAP for logistics and transportation: modules, benefits, and implementation

SAP in smart manufacturing: Shaping the intelligent factory

Manufacturing SAP/ERP

SAP in smart manufacturing gives your plant one live view of production and a practical roadmap for building an intelligent factory, starting with a single line.

SAP in smart manufacturing: Shaping the intelligent factory

What is SAP for automotive? Key capabilities, benefits, and future trends

Manufacturing SAP/ERP

A practical overview of SAP for automotive: key solutions, modules, JIT/JIS processes, business benefits, implementation roadmap, costs, and industry trends.

What is SAP for automotive? Key capabilities, benefits, and future trends

A practical overview of SAP for automotive: key solutions, modules, JIT/JIS processes, business benefits, implementation roadmap, costs, and industry trends.

What is SAP MES? Features, benefits, and how to implement

Manufacturing SAP/ERP

SAP manufacturing execution system features, business benefits, S/4HANA integration, and implementation roadmap. SAP MES implementation services for manufacturers.

What is SAP MES? Features, benefits, and how to implement

FAQ

Can your computer vision solutions process both structured and unstructured data?

Yes. Our solutions are built to handle clean datasets, real-world images, video streams, and sensor data alike. We tune every pipeline to process structured and unstructured inputs reliably, ensuring consistent performance across diverse data environments.

How do your CV solutions integrate with existing enterprise systems?

Our team plugs directly into your existing infrastructure, whether APIs, message brokers, ERP and CRM systems, or data lakes, ensuring your computer vision solution becomes a seamless part of your operational workflow with minimal disruption.

How do you test and validate the accuracy of your vision models?

We follow a rigorous, multi-layered validation framework designed to guarantee real-world reliability. Our process includes a dedicated validation dataset isolated from training and testing data, incorporating real-life edge cases to stress-test model behavior. Task-specific evaluation metrics are defined for every project, from IoU and pixel accuracy for segmentation tasks to precision and recall for detection models. Field validation and A/B testing are conducted to ensure consistent performance between testing and production environments, while a logging system continuously captures and flags underperforming cases for further optimization.

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