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¿Qué es la visión artificial? Guía de los sistemas industriales de inspección por cámara

TSL Automation Solutions 12 de agosto de 2025 Actualizado el 18 may 2026
Ordenador de inspección industrial con visión artificial, TSL Automation Solutions
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What Is Machine Vision?

Machine vision is an automated inspection technology that uses one or more industrial cameras, lighting, and image processing software to perform quality inspection tasks on a production line, faster, more consistently, and more objectively than human visual inspection.

Core Components of a Machine Vision System

  • Industrial camera, area scan, line scan, or 3D sensor capturing images of the product or component
  • Lens and lighting, controlled illumination to highlight features of interest (defects, print, dimensions)
  • Vision processing computer, industrial PC running image processing algorithms (OpenCV, Halcon, MVTec, or custom deep learning models)
  • I/O interface, triggers camera from production line encoder; sends pass/fail signal to PLC for reject mechanism

What Can Machine Vision Inspect?

  • Surface defect detection, scratches, dents, cracks, contamination
  • Dimensional measurement, part size, hole diameter, gap measurement
  • Label and print verification, text, barcode, QR code, date code reading
  • Presence/absence, verify all components are assembled correctly
  • Colour inspection, correct colour, colour uniformity

Hardware for Machine Vision

Machine vision demands a high-performance industrial PC with fast CPU, GPU acceleration (for deep learning models), and multiple GigE camera ports. Avalue AI Box PCs are purpose-configured for multi-camera vision systems, available from TSL Automation Solutions. Contact us to configure a vision system compute platform.

Preguntas frecuentes

Machine vision is an automated inspection technology that uses industrial cameras, lighting, and image processing software to perform quality inspection tasks on a production line, faster, more consistently, and more objectively than human visual inspection. It detects surface defects, dimensional errors, label misalignment, and presence or absence of components at production speeds.
A machine vision system consists of: an industrial camera (area scan or line scan, colour or monochrome); a lens matched to the working distance and field of view; controlled lighting (LED ring, backlight, structured light) to highlight features of interest; an image processing computer or smart camera with vision software; and a communication interface to the PLC for pass/fail signalling or rejection actuation.
Traditional machine vision uses deterministic image processing algorithms, blob analysis, edge detection, pattern matching, programmed for specific, consistent defects. AI vision (deep learning inspection) uses neural networks trained on example images to detect complex, variable, or subtle defects that rule-based systems miss. AI vision handles variation better but requires labelled training data and more compute power, typically a GPU-equipped industrial AI Box PC.
Machine vision can detect: surface defects (scratches, cracks, voids, contamination); dimensional non-conformance (part size, hole diameter, gap measurement); presence or absence of components, fasteners, or labels; label print quality and barcode or QR code verification; colour sorting and consistency; and assembly errors such as missing welds or wrong component orientation.
TSL Automation Solutions supplies industrial AI Box PCs and embedded computing platforms that form the processing core of machine vision and AI inspection systems in Indian manufacturing. We supply Avalue GPU-accelerated systems compatible with popular vision software including Cognex VisionPro, Halcon, OpenCV, and NVIDIA DeepStream. Contact our Mumbai team to discuss your inspection application.
Etiquetas: what is machine vision industrial machine vision camera inspection system automated visual inspection machine vision India industrial vision system AI vision inspection
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TSL Automation Solutions

Directora de Marketing, TSL Automation Solutions

Sanjana escribe sobre tendencias de automatización industrial, lanzamientos de producto y novedades tecnológicas para TSL Automation Solutions, distribuidor con sede en Mumbai de sistemas HMI, Panel PC y computación embebida al servicio de fabricantes de la India y de todo el mundo.

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