A Light in the Dark: Deep Learning Practices for Industrial Computer Vision. (arXiv:2201.02028v1 [cs.CV])

In recent years, large pre-trained deep neural networks (DNNs) have
revolutionized the field of computer vision (CV). Although these DNNs have been
shown to be very well suited for general image recognition tasks, application
in industry is often precluded for three reasons: 1) large pre-trained DNNs are
built on hundreds of millions of parameters, making deployment on many devices
impossible, 2) the underlying dataset for pre-training consists of general
objects, while industrial cases often consist of very specific objects, such …

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