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Detection, segmentation, OCR, and video analytics with YOLO, Detectron2, and modern transformer backbones. We align model choices with edge devices or cloud GPUs, and ship calibration, QA tooling, and monitoring suited to visual pipelines.
Comprehensive solutions tailored to your business requirements
YOLO-family and transformer-based detection with custom heads, multi-object tracking, and real-time video analytics.
Instance and semantic segmentation pipelines with Detectron2, SAM, and custom architectures for precise pixel-level understanding.
Text extraction, layout analysis, and document understanding integrated into your downstream data workflows.
Dashboards for precision/recall monitoring, corner-case capture, synthetic data generation, and continuous model improvement.
Automate visual inspection tasks with superhuman consistency
Real-time video analytics for security and operations
Accurate OCR reducing manual data entry by 90%+
Edge-optimized models for deployment on cameras and devices
Synthetic data augmentation solving rare-class detection challenges
Continuous monitoring catching model degradation before users notice
Hardware-aware optimization for maximum throughput per dollar
It depends on the task complexity. Simple binary classification might need hundreds of images. Fine-grained detection with many classes typically needs thousands per class. We use transfer learning, synthetic data augmentation, and active learning to minimize labeling effort.
Yes. We optimize models through quantization, pruning, and architecture search to run on NVIDIA Jetson, mobile GPUs, and even CPUs. We profile on your target hardware to ensure real-time performance.
We combine synthetic data generation, targeted augmentation, active learning (prioritizing uncertain samples for labeling), and corner-case monitoring in production to continuously improve detection of rare classes.
We combine deep technical expertise with a product-first mindset to deliver solutions that work in the real world.
Seasoned engineers across blockchain, AI & web
200+ projects delivered globally
From discovery to production & beyond