Computer Vision

Making Machines See and Understand

We build computer vision systems that perceive the world with precision — from real-time object detection and semantic segmentation to industrial inspection and edge-deployed visual intelligence.

Detection & Recognition

Real-Time Perception at Any Scale

Detection is the foundation of visual AI. We build and fine-tune detection architectures — from YOLO-family models for real-time inference to transformer-based detectors for maximum accuracy — precisely calibrated to your object classes, data distributions, and hardware constraints.

Whether you need to detect a single object class in a controlled environment or dozens of classes in dynamic, cluttered scenes, we engineer detection systems that perform at the standard your application demands.

  • Custom object detection with YOLOv9, RT-DETR, DINO, and Detectron2
  • Multi-object tracking with Deep SORT, ByteTrack, and StrongSORT
  • Facial recognition and person re-identification for access and security
  • Document and scene text detection, recognition, and layout analysis
  • Fine-grained recognition for product, species, and parts identification
  • Active learning pipelines to continuously improve models from production data
Latency
30fps+
Real-time detection at 30+ FPS on production hardware
Tracking
MOT
Multi-object tracking with persistent identity across frames
Accuracy
mAP
Mean Average Precision optimised for your specific object classes
Segmentation
SAM2
Segment Anything Model and domain-specific segmentation architectures
Scene
3D
3D scene reconstruction from monocular and stereo video
Video
Temporal
Action recognition and temporal event detection in video streams
Segmentation & Scene Understanding

Pixel-Level Intelligence for Complex Visual Environments

Beyond bounding boxes — we build segmentation systems that understand scenes at the pixel level, enabling applications from surgical robotics to autonomous navigation where precise boundary delineation is non-negotiable.

Our scene understanding capabilities extend to temporal reasoning in video, 3D spatial understanding from 2D imagery, and activity recognition — giving machines a richer, more complete model of the world they observe.

  • Semantic, instance, and panoptic segmentation with Mask2Former and SAM2
  • Real-time segmentation with optimised architectures for edge deployment
  • Video object segmentation and temporally consistent labelling
  • Human pose estimation, action recognition, and activity analysis
  • Monocular depth estimation and 3D scene reconstruction
  • Anomaly detection via reconstruction-based and contrastive vision models
GPU & Edge Vision

GPU-Accelerated Visual AI — From Data Centre to Edge Device

High-throughput vision workloads demand GPU muscle. We architect training pipelines on NVIDIA A100 and H100 clusters and deploy optimised inference engines — TensorRT, ONNX, and DeepStream — directly onto edge hardware for sub-5ms latency without cloud dependency.

On the factory floor and in the field, we deploy vision systems on NVIDIA Jetson Orin, Intel OpenVINO, and Qualcomm AI accelerators. Models are quantised (INT8/FP16), pruned, and compiled for each target platform, delivering data-centre accuracy at the edge.

  • GPU cluster training with multi-GPU DDP using PyTorch & NVIDIA NCCL
  • TensorRT and ONNX Runtime optimisation for A100 / H100 / L40S inference
  • NVIDIA Jetson Orin deployment — 275 TOPS on-device at under 15W
  • INT8 / FP16 quantisation and structured pruning for edge targets
  • DeepStream SDK pipelines for multi-camera real-time video analytics
  • Automated visual inspection, PPE compliance, and robotic guidance on-device
  • Full MES/ERP integration for closed-loop manufacturing quality control
GPU Training
H100
NVIDIA H100 / A100 clusters for large-scale vision model training
Edge Inference
<5ms
Real-time on-device inference with TensorRT on Jetson Orin
Quality
<0.1%
Defect escape rate targets for GPU-powered industrial inspection
Medical
FDA
FDA 510(k) and CE-mark pathway experience for medical device software
Modalities
Multi
X-ray, CT, MRI, PET, ultrasound, H&E pathology slides
Remote Sensing
SAR
Synthetic Aperture Radar and multispectral satellite imagery analysis
Medical & Scientific Imaging

Vision AI Where Precision Saves Lives and Advances Science

Medical and scientific imaging demands the highest standards of accuracy, interpretability, and regulatory rigour. We apply computer vision to healthcare and scientific domains with the care these applications deserve — building systems that augment expert judgement rather than replace it.

  • Radiology AI: lesion detection in chest X-ray, CT, and MRI
  • Digital pathology: H&E slide analysis for tumour grading and cell counting
  • Ophthalmology: diabetic retinopathy screening and optic disc analysis
  • Satellite and aerial imagery: land use, crop health, and change detection
  • Fluorescence and electron microscopy image analysis
  • 3D reconstruction and volumetric analysis from multi-slice CT/MRI
Use Cases

Vision AI Creating Real-World Impact

Applications where computer vision systems deliver measurable operational improvement and competitive advantage.

Manufacturing

Automated Quality Assurance

100% visual inspection at production line speed, catching surface defects, dimensional errors, and assembly faults that manual inspection routinely misses.

Automotive

Autonomous Vehicle Perception

Multi-sensor fusion, 3D object detection, and semantic scene understanding for autonomous driving perception stacks — validated against safety-critical benchmarks.

Retail

In-Store Analytics & Loss Prevention

Customer flow analysis, shelf compliance monitoring, and loss prevention detection — transforming physical retail spaces into data-rich environments.

Agriculture

Crop Health Monitoring

UAV and satellite imagery analysis for early disease detection, yield prediction, and precision irrigation guidance at field and regional scale.

Infrastructure

Asset Inspection & Monitoring

Automated inspection of bridges, pipelines, wind turbines, and power lines using drone-captured imagery — reducing manual inspection risk and cost.

Security

Perimeter & Access Intelligence

Intelligent video surveillance with real-time anomaly detection, tailgating prevention, and access control integration for enterprise and critical infrastructure.

Let's Build Your Vision Solution

Tell us what you need to see, detect, or understand — we will engineer the system that makes it possible.

Talk to Our Vision Team