Provided by the present invention are a display screen peripheral circuit detection method and device, an electronic equipment and a storage medium, wherein a quality detection request sent by a control console arranged on a display screen peripheral circuit production line is received, and the quality detection request comprises display screen peripheral circuit images acquired by an image acquisition equipment on the display screen peripheral circuit production line; zooming in or out of the peripheral circuit image of the display screen to obtain an image to be detected having a size consistent with the input size requirement of the defect detection model, wherein the defect detection model is obtained by performing an instance segmentation algorithm MASK RCNN training on the peripheral circuit image of a historical defect display screen; inputting the image to be detected into the defect detection model to obtain a defect detection result; and determining, according to the defect detection result, the quality of the peripheral circuit of the display screen corresponding to the peripheral circuit image of the display screen. The technical solution has the advantages of high defect detection accuracy, good system performance and high service expansion capability.
DISPLAY SCREEN PERIPHERAL CIRCUIT DETECTION METHOD AND DEVICE, ELECTRONIC EQUIPMENT AND STORAGE MEDIUM