Nowadays, advanced monitoring systems can understand a complex working environment and detect the potential risks related to a state of the working environment. A complex working environment is broken down into objects that the system can detect. By understanding the context of these objects, the system is able to detect potential risks. These systems can thus significantly lower the risk for manufacturing accidents.
ML6 has built several object detection applications. Thanks to open-source pretrained networks, the model does not need to be trained from scratch and more importantly the amount of images required for training is also significantly reduced when using these pretrained nets.