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Expert computer vision development services

Design and deploy real-time detection, tracking, and visual analysis systems with our engineering team, tailored to your infrastructure, trained on your data, and optimized for real-world performance.

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Leaders trusting our AI solutions:

10+

years helping enterprises

50+

market-ready solutions delivered

40%

of cost savings with component-based development

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Xenoss collaborates with leading industry organizations and standards bodies to advance AI and Data Engineering development

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Deep computer vision engineering for complex enterprise use cases

Custom development

  • Custom model architecture
  • Algorithm design for detection, classification, tracking, segmentation
  • Embedded vision for edge devices
  • Multi-modal and sensor fusion applications
  • Custom labeling, training, and augmentation pipelines
  • API integration with internal tools and real-time systems

Technical excellence

  • Deep learning optimization
  • Performance tuning for edge and cloud deployments
  • Scalable computer vision pipelined and MLOps integration
  • Benchmark-driven model evaluation
  • System-level architecture for computer vision operations

End-to-end service

  • Business case alignment and data readiness audit
  • End-to-end solution design: from prototyping to deployment
  • Robust model validation and test frameworks
  • Deployment to edge, cloud, or hybrid infrastructure
  • Monitoring, retraining pipelines, model drift handling
  • Long-term support and maintenance

Some of the computer vision capabilities we deliver

Our engineering team builds full-cycle computer vision systems, from embedded inference on edge devices to cloud-scale video analytics. We design, train, and deploy custom models for detection, tracking, segmentation, and multi-modal understanding across industries and infrastructure types.

Computer vision development services
Data labeling for computer vision

Data labeling for computer vision

We help you build comprehensive data labeling pipelines for training computer vision models and implement image annotation workflows and validation processes that ensure precise labeling of objects, segmentation masks, and visual features in your datasets. We create quality control systems that maintain high standards in your computer vision training data pipeline, essential for achieving accurate object detection, recognition, and segmentation results

Image labeling

Image labeling

Our team develops advanced algorithms for your image labeling needs. We create robust labeling pipelines that handle diverse image types and scenarios. Through careful development and testing, we ensure your system provides consistent and accurate image annotations

Content-based image retrieval

Content-based image retrieval

We develop sophisticated computer vision solutions for your image retrieval challenges. Our engineers create systems that organize and search digital images based on visual features. We implement efficient content discovery algorithms that understand image content beyond metadata

Image analysis

Image analysis

Our team develops powerful tools to extract meaningful insights from your visual data. We create systems that transform unstructured image data into structured information. Through advanced feature extraction and pattern recognition, we build solutions that deliver valuable business insights

Image segmentation

Image segmentation

We develop precise image segmentation systems tailored to your needs. Our engineering team implements sophisticated editing and object-based processing capabilities. We create solutions that provide granular visual data analysis for your business decisions

Object detection and tracking

Object detection and tracking

Our team develops robust systems for detecting and tracking objects across video streams. We implement enhanced surveillance capabilities through intelligent activity recognition. We create real-time tracking solutions that maintain accuracy in challenging conditions

Face and person recognition

Face and person recognition

We develop secure and efficient recognition systems customized for your applications. Our team implements reliable identification while ensuring privacy and security. We create personalized solutions using advanced algorithms adapted to your specific requirements

Emotion detection

Emotion detection analysis

Our developers create integrated emotion detection capabilities using advanced machine learning. We implement real-time interpretation of human emotions from facial expressions. We build analysis systems that provide valuable insights into user responses

Visual search

Visual search

We develop sophisticated visual search engines powered by deep learning algorithms. Our team creates systems that effectively search through large image databases. We implement efficient indexing and retrieval solutions that scale with your business needs

Intelligent video analysis

Intelligent video analysis

Our team develops automated systems for real-time video stream analysis. We create solutions that transform raw video feeds into actionable insights. We implement efficient monitoring of movement patterns and automated video tagging workflows

Intelligent character recognition

Intelligent character recognition

We develop advanced OCR and ICR solutions for automated text extraction. Our team creates robust document digitization systems for various fonts and writing styles. We help transform your paper-based workflows into efficient digital processes

Image generation with GANs

Image generation with GANs

Our team implements cutting-edge GANs for your custom image generation needs. We develop high-quality synthetic image generation systems for data augmentation and creative content. We create reliable solutions tailored to your specific requirements while maintaining quality standards

Custom computer vision pipelines that power intelligent advertising

Audience measurement for DOOH and Connected TV

Audience measurement for DOOH and Connected TV

Computer vision algorithms detect and analyze human faces and bodies in camera feeds to infer viewer presence, demographic attributes (age, gender), and engagement (e.g., gaze direction, dwell time), providing advertisers with real-time, anonymized audience insights.

Contextual ad placement in in-game and video advertising

Contextual ad placement in in-game and video advertising

Computer vision algorithms automatically analyze the visual content of the media to understand scene type, objects, and mood, enabling dynamic ad insertion that is context-aware, brand-safe, and visually coherent.

Brand visibility and exposure analysis

Brand visibility and exposure analysis

Computer vision systems automatically detect and log every occurrence of brand logos or products in the content, including duration, size, position, and clarity, to generate detailed exposure reports and ROI analytics.

Sentiment analysis in UGC ads

Sentiment analysis in UGC ads

Computer vision algorithms analyze facial expressions, body language, and visual cues within UGC to classify sentiment and emotional tone, ensuring that ads are matched with positive, emotionally appropriate content.

How to start

Transform your enterprise with AI and data engineering—faster efficiency gains and cost savings in just weeks

Challenge briefing

2 hours

Tech assessment

2-3 days

Discovery phase

1 week

Proof of concept

8-12 weeks

MVP in production

2-3 months

Get a custom-trained computer vision system tuned to your data, performance targets, and deployment needs

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Custom CV development, assessment, and modernization services

Orange

Computer vision system development

Engineer custom AI-powered vision solutions with a dedicated team of ML and computer vision experts focused on your specific industry needs

Blue

AI infrastructure assessment 

Receive comprehensive analysis of your vision systems, model architecture, training pipelines, and strategic technology roadmap

Orange

Legacy CV system modernization

Transform existing computer vision platforms with modern architectures, accelerated processing, and improved accuracy rates

Blue

Computer vision capability extension

Expand your platform’s capabilities with cutting-edge computer vision functions, from real-time object tracking to advanced scene understanding

Why choose Xenoss data and AI engineers

Real-time processing capability

Our solutions handle real-time video streams and high-volume image processing, delivering immediate insights through optimized computer vision pipelines and efficient infrastructure

End-to-end delivery expertise

From early-stage discovery to production deployment, we guide the entire computer vision development lifecycle. Our proven framework ensures successful implementation, combining technical excellence with practical business application

Custom model architectures

We develop tailored computer vision solutions that match your specific use case. Our team optimizes model architectures using frameworks like OpenCV and TensorFlow while ensuring performance and cost efficiency

Industry-proven solutions

Having worked with market leaders like Toshiba Global Commerce Solutions, we bring practical experience in implementing frictionless retail, industrial computer vision systems, and enterprise-scale solutions

Data engineering excellence

Our teams excel at building robust data pipelines essential for computer vision systems. We ensure efficient data preparation, validation, and training workflows that maintain high model performance

MLOps automation

We implement comprehensive MLOps practices for computer vision systems, enabling continuous model training, monitoring, and optimization to ensure consistent performance in production

Scalable infrastructure

We architect computer vision systems that scale with your needs, from edge deployment to cloud processing, ensuring cost-effective and reliable performance at any scale

Fast experimentation

Get quick wins through rapid prototyping and iterative development. We create interactive demos that showcase accuracy and efficiency of custom computer vision solutions before full-scale implementation

Featured projects

Engineering real-world computer vision systems tailored to your infrastructure

Whether starting from scratch or upgrading legacy systems, xenoss delivers end-to-end CV solutions ready for production.

stars

Xenoss team helped us build a well-balanced tech organization and deliver the MVP within a very short timeline. I particularly appreciate their ability to hire extreme fast and to generate great product ideas and improvements.

Oli Marlow Thomas

Oli Marlow Thomas,

CEO and founder, AdLib

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