PCB Defect Detection using YOLO Introduction Printed circuit boards (PCBs) are the primary component of any electronic design. Because of this surge in the demand for PCBs in the market, manufacturers are requi
Repository files navigation README pcb-defect: pcb defect detection for industrial applications ResultsAbout No description, website, or topics provided. Resources Readme Activity Stars 1 star Watchers 1 watching Forks 0 forks Report repository Releases No releases published Packages No packa...
postprocess(pred) # 对预测结果进行后处理 for info in det_info: # 遍历检测信息 name, bbox, conf, cls_id = info['class_name'], info['bbox'], info['score'], info[ 'class_id'] # 获取类名、边界框、置信度和类别ID label = '%s %.0f%%' % (name, conf * 100) # 创建标签,包含...
To solve the problem of missed and false detection caused by the large number of tiny targets and complex background textures in a printed circuit board (PCB), we propose a global contextual attention augmented YOLO model with ConvMixer prediction heads (GCC-YOLO). In this study, we apply a...
The quality of a printed circuit board (PCB) is paramount towards ensuring proper functionality of electronic products. To achieve the required quality standards, substantial research and development efforts were invested to automate PCB inspection for defect detection, primarily using computer vision techn...
(self) | |+find_flag_incorrect_roi_board_view_objs(self) | |+save_concat_images_first_four_slices(self, width=128, height=128) | |+print_container_details(self) | |+write_csv_defect_roi_images(self) | +---+ save_concat_images_first_four_slices(self, width=128, height=128): ...
Notice that pre-processing algorithms can be various according to the specific PCB defect detection algorithms, however, the image registration and thresholding techniques are common process for high-accuracy PCB defect localization and classification. An example pair in DeepPCB dataset is illustrated in...
Converting Deep PCB manufacturing defect dataset into COCO format.AbstractMillions of datasets and many models use the input datasets in COCO format. In this paper, we are converting the Deep PCB dataset to COCO format. The Deep PCB is a manufacturing defect data set. It has 1500 image pairs...
Notice that pre-processing algorithms can be various according to the specific PCB defect detection algorithms, however, the image registration and thresholding techniques are common process for high-accuracy PCB defect localization and classification. An example pair in DeepPCB dataset is illustrated in...
Repository files navigation README pcb-defect: pcb defect detection for industrial applications ResultsAbout No description, website, or topics provided. Resources Readme Activity Stars 1 star Watchers 1 watching Forks 0 forks Report repository Releases No releases published Packages No packa...