PCB Component Detection Dataset
V1.0Latest Update: | 2025-10-15 | Samples: | 5000 records |
Samples: | 5000 records | ||
File Size: | 1.5G | Format: | JPG/PNG/JSON |
Format: | JPG/PNG/JSON | ||
Data Domain: | Image | Holder: |  MOBIUSI INC |
Holder: | MOBIUSI INC | ||
Industry Scope: | Surface Mount Technology | Quality Inspection | Manufacturing | ||
Applications: | Object Detection | Image Classification | ||
Brief Introduction
The PCB Component Detection Dataset is designed to address the rising challenges in the industrial sector regarding the quality control of PCB assemblies. Current methods often fall short due to the lack of high-quality, labeled data that can facilitate robust training of deep learning models. This dataset aims to fill that gap by providing a rich collection of images that represent various types of components on PCBs, including different angles and lighting conditions. The dataset was created using high-resolution cameras in a controlled environment, ensuring consistent image quality. Quality control measures were implemented, including multi-round annotations and expert reviews to ensure the accuracy of labels. The images are organized in JPG format with a structured directory that facilitates easy access and processing.
Sample Examples
| Image | File Name | Resolution | Component Type | Defect Type | Circuit Layer | Annotation Quality Grade |
|---|---|---|---|---|---|---|
 | 4bb266df7f9898817023cecae920a119.png | 1500*1969 | integrated circuit, socket, connector, capacitor, resistor | no obvious defects | top layer | 4 |
 | dd0ad0d7b91d348c4274812ee049d501.png | 1500*1588 | resistor, capacitor, chip | no obvious defects | top layer | 5 |
 | 0173174aaae436c9b68057e11702b302.png | 1500*2012 | resistor, capacitor, integrated circuit | no obvious defects | top layer | 4 |
 | 277b58385d29b0da8bc8d04bbd1bc9f2.png | 1500*1869 | Resistor, Capacitor, Connector, IC | No Obvious Defect | Top Layer | 4 |
 | a61c89d1607d7f4864e194f5384705ad.png | 1500*2020 | Resistor, Capacitor, Integrated Circuit, etc. | No Obvious Defect | Top Layer | 5 |
Data Structure
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| quality | string | Resolution |
| component_type | string | This field identifies the type of component recognized on the PCB, such as resistors, capacitors, etc. |
| defect_type | string | This field identifies common defect types on the PCB, such as soldering issues, missing components, etc. |
| circuit_layer | string | This field represents the circuit layer captured in the PCB board photo, with possible values such as top layer, bottom layer, etc. |
| annotation_quality | int | This field is used to rate the quality of automatic or manual annotations, ranging from 1 to 5, with 5 indicating the highest quality. |
Compliance Statement
| Item | Content |
|---|---|
| Authorization Type | CC-BY-NC-SA 4.0 (Attribution–NonCommercial–ShareAlike) |
| Commercial Use | Requires exclusive subscription or authorization contract (monthly or per-invocation charging) |
| Privacy and Anonymization | No PII, no real company names, simulated scenarios follow industry standards |
| Compliance System | Compliant with China’s Data Security Law / EU GDPR / supports enterprise data access logs |
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