datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
PCB_defect
⚡ 데이터셋 요약
본 데이터셋은 naked PCB(부품 실장 전 PCB) 이미지로 구성되어 있으며, 총 1386장, 6종 결함, 이미지당 3~5개 결함을 포함
이미지는 실제 AOI 유사 촬영 시스템으로 템플릿 보드를 촬영한 뒤, Photoshop으로 결함을 삽입해 합성
즉, “현장(real) 결함”이 아니라, 제어된 합성 결함이라는 점이 데이터 해석/일반화에서 중요한 전제
🌳 데이터셋 구조
PCB_defect/
├── README.md
├── Meta Data/
│ └── Huang et al.(2019), A PCB Dataset for Defects Detection and Classification.pdf
├── Missing_hole/ # 결함 유형
│ ├── missing_hole01.jpg # [입력] PCB 이미지
│ ├──… See the full description on the dataset page: https://huggingface.co/datasets/RobotHuman/PCB_defect.pcb-defect-segmentation
Dataset Labels
['dry_joint', 'incorrect_installation', 'pcb_damage', 'short_circuit']
Number of Images
{'valid': 25, 'train': 128, 'test': 36}
How to Use
Install datasets:
pip install datasets
Load the dataset:
from datasets import load_dataset
ds = load_dataset("keremberke/pcb-defect-segmentation", name="full")
example = ds['train'][0]
Roboflow Dataset Page
https://universe.roboflow.com/diplom-qz7q6/defects-2q87r/dataset/8… See the full description on the dataset page: https://huggingface.co/datasets/keremberke/pcb-defect-segmentation.pcb-detection-augmented-seg
PCB Detection Augmented Segmentation Dataset
Augmented PCB segmentation data in YOLO format from
SanderGi/PCB-Detection.
The repository includes train, validation, and test images; segmentation labels
and masks; dataset configuration; and training outputs used by the published
PCB segmentation model.
Download
from huggingface_hub import snapshot_download
snapshot_download(
repo_id="SanderGi/pcb-detection-augmented-seg",
repo_type="dataset"… See the full description on the dataset page: https://huggingface.co/datasets/SanderGi/pcb-detection-augmented-seg.pcb-detection-augmented-obb
PCB Detection Augmented OBB Dataset
Augmented PCB oriented-bounding-box data in YOLO format from
SanderGi/PCB-Detection.
The repository includes train, validation, and test images; OBB labels; dataset
configuration; and training outputs used by the published PCB OBB model.
Download
from huggingface_hub import snapshot_download
snapshot_download(
repo_id="SanderGi/pcb-detection-augmented-obb",
repo_type="dataset",
local_dir="data/augmented_obb",
)
See… See the full description on the dataset page: https://huggingface.co/datasets/SanderGi/pcb-detection-augmented-obb.PCB-Bank
PCB-Bank
PCB-Bank is a unified printed circuit board anomaly detection benchmark constructed from three public industrial datasets:
PCB1–PCB4: VisA
PCB5: Real-IAD
PCB6–PCB7: VISION
All subsets are reorganized into a common one-class anomaly detection format compatible with common MVTec AD / VisA-style pipelines.
Dataset Structure
PCB-Bank/
├── pcb1/
├── pcb2/
├── pcb3/
├── pcb4/
├── pcb5/
├── pcb6/
└── pcb7/
Each category follows:
pcbX/
├── train/
│ └── good/… See the full description on the dataset page: https://huggingface.co/datasets/MoxVox/PCB-Bank.pcb-detection-cropped-pcbs
PCB Detection Cropped PCB Images
Processed, cropped PCB source images from
SanderGi/PCB-Detection. These
images are used to generate the augmented OBB and segmentation datasets.
Download
from huggingface_hub import snapshot_download
snapshot_download(
repo_id="SanderGi/pcb-detection-cropped-pcbs",
repo_type="dataset",
local_dir="data/cropped_pcbs",
)
See the source project for preprocessing methods, upstream data provenance,
and licensing information.
PKU-Market-PCB-corrected
PKU-Market-PCB-corrected
PCB defect detection — cleaned and consistently packaged version of the PKU-Market-PCB dataset.
PCB 缺陷检测 —— PKU-Market-PCB 数据集的清理与规范化打包版。
English · 中文
English
What is this?
A cleaned and consistently packaged version of PKU-Market-PCB
(Huang, Weibo & Wei, Peng. "A PCB Dataset for Defects Detection and Classification",
arXiv:1901.08204, 2019), released by the
Open Lab on Human Robot Interaction, Peking University.
The… See the full description on the dataset page: https://huggingface.co/datasets/KeenForgeAI/PKU-Market-PCB-corrected.PCB-AOI
PCB-AOI Dataset
Overview
PCB-AOI is an object detection dataset for Automated Optical Inspection (AOI) of Printed Circuit Boards (PCBs). It contains annotated PCB images intended for training and evaluating models that detect defects, components, or hardware constraint violations on PCBs.
The dataset is structured in YOLO format, split into train, valid, and test sets, with a data.yaml configuration file describing the classes and paths.
Dataset… See the full description on the dataset page: https://huggingface.co/datasets/kshitij1507/PCB-AOI.Cosmos-AnomalyGen-PCB-Dataset
Dataset Overview
Dataset Description:
We are releasing 86 sample images of components on NV boards in a FoxConn factory. These images are used to finetune the AnomalyGen and Qwen-Image-Edit.
This dataset is for demonstration purposes and not for production usage.
Dataset Owner(s):
NVIDIA Corporation
Dataset Creation Date:
05/30/2026
Version:
1.0
License/Terms of Use:
GOVERNING TERMS: By downloading or… See the full description on the dataset page: https://huggingface.co/datasets/nvidia/Cosmos-AnomalyGen-PCB-Dataset.pcbslm-static-v2-unsloth-vlm
PCBSLM static-v2 Unsloth VLM
Portable multimodal Unsloth dataset for PCB layout/document-grounded training.
The JSONL splits use Unsloth/Gemma-style chat messages:
{
"messages": [
{"role": "user", "content": [
{"type": "image", "image": "assets/raw_docs/.../images/page.png"},
{"type": "text", "text": "instruction..."}
]},
{"role": "assistant", "content": [
{"type": "text", "text": "{...json answer...}"}
]}
]
}
Files… See the full description on the dataset page: https://huggingface.co/datasets/henry1477/pcbslm-static-v2-unsloth-vlm.PCB_AoI_KubeEdge-corrected
PCB_AoI_KubeEdge-corrected
PCB automated optical inspection (AOI) defect detection — cleaned version of the KubeEdge-Ianvs PCB-AoI public dataset.
PCB 自动光学检测(AOI)缺陷检测 —— KubeEdge-Ianvs PCB-AoI 公开数据集的清理修正版。
English · 中文
English
What is this?
A cleaned, de-duplicated and consistently packaged version of the
PCB-AoI Public Dataset, released by KubeEdge SIG AI members from
China Telecom and Raisecom Technology as an industrial defect-detection… See the full description on the dataset page: https://huggingface.co/datasets/KeenForgeAI/PCB_AoI_KubeEdge-corrected.Synthetic_PCB_DatasetInnodisk_PCB_datasets
🚀🔬 Innodisk PCB Image Dataset
The Innodisk PCB Image Dataset is a collaboration between Innodisk Corporation and Tamkang University.Designed for research on printed‑circuit‑board (PCB) defect inspection and small‑sample learning. 🧑🔧💡
📂 Split
🖼️ Images
📁 Source directories
🏋️♂️ Train
500
7 train_* dirs
🧪 Test
240
4 test* dirs
📝 Val
30
2 val* dirs
🎯 Resolutions vary; the modal size is 188 × 128 px.
🔖 Filenames embed pseudo‑labels: pass… See the full description on the dataset page: https://huggingface.co/datasets/evan6007/Innodisk_PCB_datasets.pcb-object-detection-dataset
PCB Object Detection Dataset
A custom dataset for detecting 21 types of PCB (Printed Circuit Board) components using YOLO object detection.
Dataset Description
This dataset contains annotated images of PCB components for training YOLO-based object detection models. Each image contains multiple PCB components annotated with bounding boxes in YOLO format.
Classes (21)
#
Class
Description
0
battery
Battery holders and cells
1
button
Push… See the full description on the dataset page: https://huggingface.co/datasets/Arshia82sbn/pcb-object-detection-dataset.SSP-DETR-PCB
SSP-DETR PCB Dataset
This repository contains the PCB defect-detection dataset used for the SSP-DETR experiments.
Dataset Summary
Split
Images
Annotations
Train
394
1,668
Test
99
411
The six categories are missing_hole, mouse_bite, open_circuit, short, spur, and spurious_copper.
Layout
.
|-- annotations/
| |-- instances_train.json
| `-- instances_test.json
`-- images/
|-- train/
`-- test/
Annotations follow the COCO… See the full description on the dataset page: https://huggingface.co/datasets/awesome-aning/SSP-DETR-PCB.pcb-defect-multi-modal-dataset
印制电路板焊接及装联缺陷多模态数据集
面向 PCB 焊接与装联缺陷识别、资料辅助根因分析和维修建议生成的中文多模态研究数据集。数据集将光学、扫描声学显微(SAM)和 X 射线等缺陷图像与来源标签、中文任务文本,以及可用的检测测量和试验工况关联,支持视觉语言模型的数据准备、指令微调实验和检索增强问答。
版本 v3 包含 5,000 条图像/缺陷区域样本、15,000 条任务指令,覆盖焊点连接质量、焊料分布与形态、焊接层结构及元件装联位置等方面的 14 类目标缺陷:
目标缺陷
含义与标注范围
虚焊
焊接界面未形成可靠的冶金结合,可能表现为接触不稳或间歇导通。
冷焊
热过程不足导致焊料未充分熔融或未形成合格连接,结合来源的热过程与外观信息标注。
少锡
焊料量或有效焊脚不足,焊接部位的填充或覆盖不充分。
多锡
焊料过量,形成过大的焊脚或明显堆积。
连锡
焊料连接本应相互隔离的端子或焊盘,形成焊料桥接。
开焊
应有焊接连接的部位缺少完整连接,或连接部位发生分离。
润湿不良… See the full description on the dataset page: https://huggingface.co/datasets/dezoe/pcb-defect-multi-modal-dataset.pcbpcb-defect-assetspc-building-egocentricaug_pcbPCB_V2pcb_2pcb_image_datasetPCBA_Standard-to-Real_ChallengeHere is a more concise, English version of the Hugging Face dataset card. You can copy and paste this directly into your README.md.
Dataset Card for PCBA Standard-to-Real Challenge
🏆 Challenge Overview
This is the official dataset for the PCBA Standard-to-Real Grand Challenge, held in conjunction with ACM Multimedia (MM) 2026.
This challenge focuses on Cross-domain Visual Question Answering (VQA) for real-world manufacturing inspection. The goal is to develop… See the full description on the dataset page: https://huggingface.co/datasets/aimmifm/PCBA_Standard-to-Real_Challenge.PCBCNC-PCB-Grinder
Simple dataset for CNC grinder that engraves PCBs from copper blank.
Classes
0 - workspace: the workspace of the CNC mashine.
1 - blank: the copper PCB blank.
2 - danger: dangerous objects such as screws, clamps, handlers thats can broke mashine's tool.
Labeling
Dataset labeled manually by the humans for segmentational YOLO in it's native format.
Goal of the dataset
This dataset created for blank autodetection on workspace of CNC… See the full description on the dataset page: https://huggingface.co/datasets/CoolFridge/CNC-PCB-Grinder.PCB_V2OCR_PCB_datasetpcbpcbm-coco-stuff
