Integrated machine room environment detection device

The invention discloses an integrated machine room environment detection device, and relates to the field of environment detection control. Comprising the steps that an image obtaining module obtains monitoring RGB images and infrared thermal imaging images collected by all monitoring devices; the image difference module obtains a first Lab image and an infrared difference image according to the monitoring RGB image and the infrared thermal imaging image; the input image generation module obtains an input image of a neural network according to the infrared difference image and the first Lab image; the loss function construction module constructs a loss function of the neural network; in the network training supervision module, a neural network training process is supervised by using a loss function so as to complete training of the neural network; and the target image acquisition module outputs a superimposed compressed image by using the trained neural network, and performs image operation to obtain a target