CV

Computer Vision Solutions

End-to-end computer vision systems that turn visual data into actionable insights. We design, build and deploy robust CV pipelines for image and video that scale from prototypes to production, with an emphasis on accuracy, latency, and maintainability.

What We Deliver

For each engagement we focus on measurable outcomes: product-market fit, reliable models and systems, and an engineering setup for safe, maintainable production. Below are the core features and capabilities we implement as part of this service.

Custom Object Detection & Multi-class Tracking (YOLO/DETR-based pipelines)

Instance & Semantic Segmentation (Mask R-CNN, U-Net, custom models)

Pose Estimation & Human Activity Recognition for safety and analytics

Real-time Video Intelligence & Stream Processing (RTSP, WebRTC)

Edge & On-device Inference (TensorRT, OpenVINO, CoreML)

High-quality dataset curation, annotation pipelines, and active learning

Model optimization, quantization and pruning for production efficiency

Automated monitoring, drift detection and retraining workflows

Our Approach

  1. 1

    Discovery & Feasibility

    We run a short discovery to validate data availability, define success metrics and create a technical feasibility plan with a clear MVP scope.

  2. 2

    Prototype & Validation

    Rapid prototyping to validate model quality and integration assumptions. We include human-in-the-loop evaluation and benchmarks.

  3. 3

    Productionization

    Harden the best models into reproducible pipelines, add monitoring, CI/CD, and optimize for latency and cost (edge or cloud deployment as required).

  4. 4

    Scale & Operate

    Ongoing improvements, retraining pipelines, A/B testing and performance SLAs.

Technology We Use

We use industry-leading technologies and best practices to deliver high-quality, scalable solutions.

AI & Machine Learning

  • PyTorch & TensorFlow
  • YOLO, Mask R-CNN models
  • OpenCV for image processing
  • TensorRT optimization
  • Edge deployment (Jetson, CoreML)

Infrastructure & Deployment

  • GPU infrastructure (CUDA)
  • Model versioning & MLOps
  • Real-time video processing
  • Cloud & edge deployment

Representative Case Studies

Automated Visual QC for Manufacturing

Delivered an edge-deployable computer vision pipeline for defect detection reducing inspection time by 85% and improving defect catch-rate by 30%.

Impact:
  • Throughput ↑ 5x
  • Defect detection ↑ 30%
  • Operational cost ↓ 40%
Tech:
PyTorch
YOLO
TensorRT
OpenCV

Object Detection System

Built real-time object detection and tracking system for retail analytics with 95% accuracy.

Impact:
  • Detection accuracy: 95%
  • Processing speed: 30 FPS
  • Insights generation ↑ 200%
Tech:
Python
TensorFlow
OpenCV
CUDA

Deliverables & Engagement Models

Proof of Value

2–6 week spike to validate feasibility and demonstrate measurable improvement on a target metric.

Product Delivery

Full implementation from prototype to production with monitoring and training pipelines.

Staff Augmentation

Embed our engineers with your team for ongoing development and maintenance.

Frequently Asked Questions

What is the typical project timeline?

Project timeline varies based on complexity and requirements. Small projects take 4-8 weeks, medium projects 2-3 months, and large projects 4-6 months or more. We provide detailed timelines after understanding your specific needs.

Do you offer post-launch support?

Yes, we provide comprehensive post-launch support including bug fixes, performance monitoring, security updates, and feature enhancements. We offer various support packages to meet your needs.

What is your pricing model?

We offer flexible pricing models including fixed-price projects, time & materials, and retainer agreements. Contact us for a customized quote based on your specific requirements.

How do you ensure project quality?

We follow best practices including code reviews, automated testing, continuous integration, quality assurance testing, and regular client feedback sessions to ensure the highest quality deliverables.

Ready to Get Started?

Book a free discovery call and receive a tailored roadmap and estimate for your project.