Artificial intelligence defect recognition system is an image recognition method based on in-depth?learning convolutional neural network and wavelet moment, which can quickly identify and analyze the data of machine patrol and human patrol, support the majority of channel hidden dangers in transmission channel and defects?, such as?pole and tower body parts of metal tools, insulators, shock hammer ,pins,etc.