The invention provides a
wind driven generator surface
damage detection method,
system and device and a storage medium, and the method comprises the steps: detecting an obtained to-be-detected surface image of a
wind driven generator through a trained YOLOv5EMA model to obtain detection
feature data, and carrying out the detection of the surface damage of the
wind driven generator according to the detection
feature data; and determining the probability of judging the to-be-detected surface image of the wind driven generator as a surface damage image, and judging whether the corresponding wind driven generator has surface damage or not based on the probability. According to the method, the YOLOv5EMA model is utilized, the to-be-detected surface image of the wind driven generator is rapidly and accurately detected and judged, the detection efficiency is improved, and the problems that in the prior art, the surface image of the wind driven generator is manually judged based on experience, the judgment efficiency is low, and the misjudgment rate is high are solved. And adverse effects are generated on the surface damage inspection work of the wind driven generator.