遇见数据集

PCB DSLR DATASET

收藏
Zenodo2024-08-02 更新2026-05-25 收录
数据链接:
官方服务:

资源简介:

The PCB DSLR dataset is meant to facilitate research on computer-vision-based Printed Circuit Board (PCB) analysis, with a focus on recycling-related applications. The dataset contains 748 images of PCBs from a recycling facility, captured under representative conditions using a professional DSLR camera. All images come with accurate PCB segmentation information as well as bounding box information for all Integrated Circuit (IC) chips (9313 samples). Statistics Please refer to [1] for detailed statistics. Camera: Nikon D4 with f/2.8 lens and polarization filter Image resolution: 4928×3280 (about 220 ppi) 165 different PCBs, 3 to 5 images per PCB, 748 images in total 2048 unique labeled ICs, 9313 labeled ICs in total 1740 ICs with label information in total Download The dataset is split into 8 parts. APIs for convenient use from Matlab, Python2, and C++ are available on github. The dataset is freely available for non-commercial research use. Please cite [1] when using the dataset. References [1] C. Pramerdorfer and M. Kampel, “A dataset for computer-vision-based PCB analysis,” 14th IAPR International Conference on Machine Vision Applications (MVA), Tokyo, 2015, pp. 378-381, doi: 10.1109/MVA.2015.7153209. 2015.

PCB数码单反相机数据集(PCB DSLR dataset)旨在推动基于计算机视觉的印刷电路板(Printed Circuit Board,PCB)分析研究,重点聚焦于回收相关的应用场景。本数据集包含来自回收工厂的748张印刷电路板图像,采用专业数码单反相机在典型拍摄条件下采集完成。所有图像均附带准确的印刷电路板分割标注信息,以及所有集成电路(Integrated Circuit,IC)芯片的边界框标注信息,共计9313个标注样本。 统计信息 详细统计内容请参阅参考文献[1]。 相机配置:尼康D4相机,搭配f/2.8镜头与偏振滤镜。 图像分辨率:4928×3280(约220 ppi) 本次数据集涵盖165款不同的印刷电路板,每款电路板对应3至5张图像,总计748张图像;包含2048个唯一标注的集成电路芯片,总标注集成电路芯片数量达9313个;共计1740个带有标注信息的集成电路芯片。 数据集下载 该数据集被划分为8个数据子集。适配Matlab、Python2及C++语言的便捷调用API已在GitHub平台开源。本数据集仅对非商业性研究用途免费开放。使用本数据集时,请务必引用参考文献[1]。 参考文献 [1] C. Pramerdorfer与M. Kampel,《面向计算机视觉的印刷电路板分析数据集》,第14届IAPR国际机器视觉应用会议(MVA),东京,2015年,第378-381页,DOI: 10.1109/MVA.2015.7153209,2015年。

提供机构:
Zenodo
创建时间:
2020-06-09
二维码
社区交流群
二维码
科研交流群
商业服务