datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
PCB_COMPONENTS_LABELLED
PCB Components Labelled
YOLO-format object detection datasets and trained weights for detecting electronic
components on PCB (printed circuit board) images. Two dataset/model pairs are
included, covering a coarse 5-class label set and a fine-grained 17-class label set.
Contents
pcb_final_v4/ 17-class dataset (train/valid, YOLO format)
pcb_5class_tiled/ 5-class dataset, tiled images (train/valid, YOLO format)… See the full description on the dataset page: https://huggingface.co/datasets/tutitata/PCB_COMPONENTS_LABELLED.MoleculeNet_PCBA
MoleculeNet PCBA
PCBA (PubChem BioAssay) dataset [1], part of MoleculeNet [2] benchmark. It is intended to be used through
scikit-fingerprints library.
The task is to predict biological activity against 128 bioassays, generated by high-throughput screening (HTS). All tasks are binary active/non-active.
Note that targets have missing values. Algorithms should be evaluated only on present labels. For training data, you may want to impute them, e.g. with zeros.
Characteristic… See the full description on the dataset page: https://huggingface.co/datasets/scikit-fingerprints/MoleculeNet_PCBA.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.SN-PCBAS-2026
SoccerNet SN-PCBAS-2026
Request access on this page and complete the SoccerNet NDA form. Access requires manual approval.
If you previously requested access to this repo before it requsted an NDA signing, retract your request here: https://huggingface.co/settings/gated-repos and request it again.
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.prep_test_pcb_pile_25This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "sam_evt2",
"total_episodes": 25,
"total_frames": 17044,
"total_tasks": 1,
"total_videos": 50,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:25"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/1g0rrr/prep_test_pcb_pile_25.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.pc-benchmark
Hugging Face Resources
Resource
Type
Link
Papers Database
Dataset
ItsMaxNorm/pc-database
Papers API
Space
ItsMaxNorm/papercircle-papers-api
Benchmark Leaderboard
Space
ItsMaxNorm/pc-bench
Benchmark Results
Dataset
ItsMaxNorm/pc-benchmark
Research SessionsDataset
ItsMaxNorm/pc-research
Getting Started
Prerequisites
Node.js >= 18 and Python >= 3.10
A Supabase project
An LLM provider: Ollama (local), OpenAI, or Anthropic
Install… See the full description on the dataset page: https://huggingface.co/datasets/ItsMaxNorm/pc-benchmark.lit-pcba-vs
LIT-PCBA Docked Poses (gnina virtual screening)
The docked poses from lit-pcba_vs.tgz, produced by the Koes lab at the
University of Pittsburgh for Virtual Screening with Gnina 1.0.
The original is one large archive that must be read start to finish. Here it
is split by target into lit-pcba-vs/, one archive per LIT-PCBA target, so
you can download only the targets you need:
hf download Kingldore/lit-pcba-vs lit-pcba-vs/FEN1.tar.gz --repo-type dataset
tar -xzf… See the full description on the dataset page: https://huggingface.co/datasets/Kingldore/lit-pcba-vs.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.
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.release4_i_pcb2_topThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "sam_evt2",
"total_episodes": 49,
"total_frames": 19337,
"total_tasks": 1,
"total_videos": 196,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:49"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/1g0rrr/release4_i_pcb2_top.PCB-Layout
PCB-Layout: Aligned PCB–Layout Pairs
Project Page ·
Online Demo ·
Paper ·
Code
PCB-Layout contains 668 pairs of PCB photographs and circuit layout images, with each pair manually aligned to establish spatial correspondence.
Preview
Rows: PCB · Layout · Animated overlay (PCB ↔ blend ↔ Layout)
Acquisition & Alignment… See the full description on the dataset page: https://huggingface.co/datasets/Warren-wzw/PCB-Layout.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.stocks-PCBL-1D-candlessummit_grab_pcb_from_pile_48pcbslm-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.demo_grab_pcb_from_edge1_center_annotsummit_grab_pcb_from_edge_centerThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "sam_evt2",
"total_episodes": 52,
"total_frames": 19092,
"total_tasks": 1,
"total_videos": 208,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:52"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/1g0rrr/summit_grab_pcb_from_edge_center.demo_grab_pcb_from_edge_igor1_pcbcrop1This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "sam_evt2",
"total_episodes": 51,
"total_frames": 22668,
"total_tasks": 1,
"total_videos": 204,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:51"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/1g0rrr/demo_grab_pcb_from_edge_igor1_pcbcrop1.Innodisk_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.demo_grab_pcb_from_panel1_centerThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "sam_evt2",
"total_episodes": 79,
"total_frames": 40198,
"total_tasks": 1,
"total_videos": 316,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:79"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/1g0rrr/demo_grab_pcb_from_panel1_center.demo_grab_pcb_from_panel_dag1_centerThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "sam_evt2",
"total_episodes": 51,
"total_frames": 26407,
"total_tasks": 1,
"total_videos": 204,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:51"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/1g0rrr/demo_grab_pcb_from_panel_dag1_center.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.demo_grab_pcb_from_edge2_51test_left_grab_pcb_from_edge_50eps_cropThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "sam_evt2",
"total_episodes": 51,
"total_frames": 16209,
"total_tasks": 1,
"total_videos": 204,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:51"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/1g0rrr/test_left_grab_pcb_from_edge_50eps_crop.