OpenCV
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OpenCV es el pilar del procesamiento de imagen y vídeo en tiempo real. Con más de 2.500 funciones optimizadas en C++ y bindings Python/JavaScript, permite construir desde sistemas de detección de defectos hasta analítica de cámaras inteligentes con solo unas líneas de código.
Itrion gestiona 4,8 PB de vídeo al año y mantiene 190 pipelines OpenCV en producción, alcanzando un throughput de 820 fps por servo GPU y un SLA 99,95 % en entornos críticos.
820 fps
Procesamiento GPU single‑card
4.8 PB
Vídeo procesado/año
190
Pipelines activos
12 ms
Latencia P95 frame‑to‑insight
Ventajas clave de OpenCV
Optimizado SIMD & CUDA
Desktop, móvil, edge ARM
+15 módulos (imgproc, dnn…)
Seamless con TensorFlow & PyTorch
Principales módulos y uso
| Módulo | Funcionalidad | Ejemplo |
|---|---|---|
core | Tensores, algebra lineal | Operaciones matriciales SSE/NEON |
imgproc | Filtros, contornos | Edge detection Canny 3 ms/frame |
video | Optical Flow | Tracking KLT a 250 fps |
dnn | Inferencia deep learning | YOLOv8 INT8 65 fps |
cuda | Kernels GPU | WarpPerspective GPU 1,2 ms |
opencv.js | WebAssembly | Postprocesado en navegador |
Workflow de visión en Itrion
1. Captura & Sync
RTSP + GStreamer, timestamp EOIR.
2. Pre‑procesamiento
Corrección gamma, warp, denoise CUDA.
3. Feature extract
ORB & SIFT, feeding DNN.
4. Inferencia DNN
OpenCV‑DNN INT8 + NMS.
5. Post‑procesado & Alertas
Tracking SORT, métricas Prometheus, evento MQTT.
Fortalezas de Itrion con OpenCV
Razones para elegir a Itrion
- • Experiencia multidominio: proyectos en manufactura, retail y seguridad perimetral.
- • Optimización costo/fps: tuning para GPUs Turing, Ampere y Jetson.
- • Compliance video‑analytics: anonimización en línea para RGPD.
- • Soporte 24/7: incident response < 10 min, SLA 99,95 %.
“Itrion nos ayudó a detectar defectos en línea de ensamblaje a 720 fps con un false‑positive < 0,3 %.”
OpenCV is the pillar of real-time image and video processing. With more than 2,500 optimized C++ functions and Python/JavaScript bindings, it allows building everything from defect detection systems to analytics for smart cameras with just a few lines of code.
Itrion manages 4.8 PB of video per year and maintains 190 OpenCV pipelines in production, achieving a throughput of 820 fps per GPU server and a 99.95% SLA in critical environments.
820 fps
Single-card GPU processing
4.8 PB
Video processed/year
190
Active pipelines
12 ms
P95 frame-to-insight latency
Key advantages of OpenCV
SIMD & CUDA optimized
Desktop, mobile, edge ARM
+15 modules (imgproc, dnn…)
Seamless with TensorFlow & PyTorch
Main modules and usage
| Module | Functionality | Example |
|---|---|---|
core | Tensors, linear algebra | Matrix operations SSE/NEON |
imgproc | Filters, contours | Edge detection Canny 3 ms/frame |
video | Optical Flow | Tracking KLT at 250 fps |
dnn | Deep learning inference | YOLOv8 INT8 65 fps |
cuda | GPU kernels | WarpPerspective GPU 1.2 ms |
opencv.js | WebAssembly | Post-processing in browser |
Vision workflow at Itrion
1. Capture & Sync
RTSP + GStreamer, EOIR timestamp.
2. Preprocessing
Gamma correction, warp, CUDA denoise.
3. Feature extract
ORB & SIFT, feeding DNN.
4. DNN inference
OpenCV‑DNN INT8 + NMS.
5. Postprocessing & Alerts
SORT tracking, Prometheus metrics, MQTT event.
Itrion strengths with OpenCV
Reasons to choose Itrion
- • Multidomain experience: projects in manufacturing, retail, and perimeter security.
- • Cost/fps optimization: tuning for Turing, Ampere, and Jetson GPUs.
- • Video-analytics compliance: on-line anonymization for GDPR.
- • 24/7 support: incident response < 10 min, 99.95% SLA.
“Itrion helped us detect defects on assembly line at 720 fps with a false-positive rate < 0.3%.”
OpenCV es el pilar del procesamiento de imagen y vídeo en tiempo real. Con más de 2.500 funciones optimizadas en C++ y bindings Python/JavaScript, permite construir desde sistemas de detección de defectos hasta analítica de cámaras inteligentes con solo unas líneas de código.
Itrion gestiona 4,8 PB de vídeo al año y mantiene 190 pipelines OpenCV en producción, alcanzando un throughput de 820 fps por servo GPU y un SLA 99,95 % en entornos críticos.
820 fps
Procesamiento GPU single‑card
4.8 PB
Vídeo procesado/año
190
Pipelines activos
12 ms
Latencia P95 frame‑to‑insight
Ventajas clave de OpenCV
Optimizado SIMD & CUDA
Desktop, móvil, edge ARM
+15 módulos (imgproc, dnn…)
Seamless con TensorFlow & PyTorch
Principales módulos y uso
| Módulo | Funcionalidad | Ejemplo |
|---|---|---|
core | Tensores, algebra lineal | Operaciones matriciales SSE/NEON |
imgproc | Filtros, contornos | Edge detection Canny 3 ms/frame |
video | Optical Flow | Tracking KLT a 250 fps |
dnn | Inferencia deep learning | YOLOv8 INT8 65 fps |
cuda | Kernels GPU | WarpPerspective GPU 1,2 ms |
opencv.js | WebAssembly | Postprocesado en navegador |
Workflow de visión en Itrion
1. Captura & Sync
RTSP + GStreamer, timestamp EOIR.
2. Pre‑procesamiento
Corrección gamma, warp, denoise CUDA.
3. Feature extract
ORB & SIFT, feeding DNN.
4. Inferencia DNN
OpenCV‑DNN INT8 + NMS.
5. Post‑procesado & Alertas
Tracking SORT, métricas Prometheus, evento MQTT.
Fortalezas de Itrion con OpenCV
Razones para elegir a Itrion
- • Experiencia multidominio: proyectos en manufactura, retail y seguridad perimetral.
- • Optimización costo/fps: tuning para GPUs Turing, Ampere y Jetson.
- • Compliance video‑analytics: anonimización en línea para RGPD.
- • Soporte 24/7: incident response < 10 min, SLA 99,95 %.
“Itrion nos ayudó a detectar defectos en línea de ensamblaje a 720 fps con un false‑positive < 0,3 %.”
OpenCV is the pillar of real-time image and video processing. With more than 2,500 optimized C++ functions and Python/JavaScript bindings, it allows building everything from defect detection systems to analytics for smart cameras with just a few lines of code.
Itrion manages 4.8 PB of video per year and maintains 190 OpenCV pipelines in production, achieving a throughput of 820 fps per GPU server and a 99.95% SLA in critical environments.
820 fps
Single-card GPU processing
4.8 PB
Video processed/year
190
Active pipelines
12 ms
P95 frame-to-insight latency
Key advantages of OpenCV
SIMD & CUDA optimized
Desktop, mobile, edge ARM
+15 modules (imgproc, dnn…)
Seamless with TensorFlow & PyTorch
Main modules and usage
| Module | Functionality | Example |
|---|---|---|
core | Tensors, linear algebra | Matrix operations SSE/NEON |
imgproc | Filters, contours | Edge detection Canny 3 ms/frame |
video | Optical Flow | Tracking KLT at 250 fps |
dnn | Deep learning inference | YOLOv8 INT8 65 fps |
cuda | GPU kernels | WarpPerspective GPU 1.2 ms |
opencv.js | WebAssembly | Post-processing in browser |
Vision workflow at Itrion
1. Capture & Sync
RTSP + GStreamer, EOIR timestamp.
2. Preprocessing
Gamma correction, warp, CUDA denoise.
3. Feature extract
ORB & SIFT, feeding DNN.
4. DNN inference
OpenCV‑DNN INT8 + NMS.
5. Postprocessing & Alerts
SORT tracking, Prometheus metrics, MQTT event.
Itrion strengths with OpenCV
Reasons to choose Itrion
- • Multidomain experience: projects in manufacturing, retail, and perimeter security.
- • Cost/fps optimization: tuning for Turing, Ampere, and Jetson GPUs.
- • Video-analytics compliance: on-line anonymization for GDPR.
- • 24/7 support: incident response < 10 min, 99.95% SLA.
“Itrion helped us detect defects on assembly line at 720 fps with a false-positive rate < 0.3%.”
At Itrion, we provide direct, professional communication aligned with the objectives of each organisation. We diligently address all requests for information, evaluation, or collaboration that we receive, analysing each case with the seriousness it deserves.
If you wish to present us with a project, evaluate a potential solution, or simply gain a qualified insight into a technological or business challenge, we will be delighted to assist you. Your enquiry will be handled with the utmost care by our team.
At Itrion, we provide direct, professional communication aligned with the objectives of each organisation. We diligently address all requests for information, evaluation, or collaboration that we receive, analysing each case with the seriousness it deserves.
If you wish to present us with a project, evaluate a potential solution, or simply gain a qualified insight into a technological or business challenge, we will be delighted to assist you. Your enquiry will be handled with the utmost care by our team.