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Showing posts from July, 2022

Can unsupervised learning work for Machine Vision?

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Table Of Contents 1. How does Machine Vision work? 2. What is the learning flow in this model? 3. What is an unsupervised learning model? 4. How to train machine vision with an unsupervised learning model? 5.  Applications of Machine Vision in manufacturing In industrial automation, machine vision is the ‘eye’ of the model. With a combination of cameras, sensors, and computational power, machine vision systems can understand images and enable other machines like robots or other industrial tools to complete various tasks like quality verification and object identification. In the manufacturing industry, inspections are an integral task of the manufacturing process. Machine vision has vastly improved the inspection process by making it faster and more accurate. The machine vision models can identify defects, track objects, read barcodes and measure the dimensions of objects with powerful image processing abilities. How does Machine Vision work? Machine vision performs any action base...

How to develop deep learning-based machine vision solution in a week?

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AI image processing in a week Table Of Contents 1.  Image Data Collection 2. Data Preparation 3. Training and Deployment 4. Fine Tuning Machine vision technology has been dealing with automated task inspection processes like defect detection, flaw analysis, sorting, counting, and assembly verification in industrial settings. The recent discoveries in computer vision software have enhanced the capabilities of imaging systems in new and innovative ways. With a well-designed and properly installed vision system, the software can reliably detect defects. They can also improve the efficiency, throughput, and revenue of an organization. Machine vision systems work using an artificial intelligence tool called deep learning, which trains objects using examples. This example-based training is the fastest and the most efficient way of building a machine vision model. Steps to build a deep learning model in a week –  Image Data Collection – The data collection process is a crucial step ...