The invention discloses a virtual fire extinguishing training
system and method based on
deep learning flame recognition. The virtual fire extinguishing training
system comprises a
flame image acquisition module, a
deep learning flame recognition module, a fire scene generation module, a fire extinguishing equipment
simulation module and a scene customization module. And the flame
image acquisition module is used for acquiring flame images and video data in different environments in real time through a high-definition camera, an
infrared thermal imager, a panoramic camera and a sensor network. According to the invention,
feature extraction and model training are carried out on
mass flame images by using a
deep learning flame
recognition algorithm, accurate recognition of multi-dimensional information such as flame form, color, dynamic features and the like is realized, the
flame detection capability in a complex environment is remarkably improved, and meanwhile, the
system combines a physical engine and a scene generation module, so that the system is more accurate and reliable. The three-dimensional fire scene can be dynamically generated according to the real-time recognition result, the effects of fire spreading,
smoke diffusion and the like are achieved, the constraint of a preset scene is eliminated, and training is more flexible and authentic.