A PCB Dataset for Defects Detection and Classification
Paper • 1901.08204 • Published • 1
Dataset Preview
The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
The dataset generation failed
Error code: DatasetGenerationError
Exception: UnicodeDecodeError
Message: 'utf-8' codec can't decode byte 0xff in position 0: invalid start byte
Traceback: Traceback (most recent call last):
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1815, in _prepare_split_single
for _, table in generator:
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/xml/xml.py", line 66, in _generate_tables
xml = f.read()
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/utils/file_utils.py", line 807, in read_with_retries
out = read(*args, **kwargs)
File "/usr/local/lib/python3.9/codecs.py", line 322, in decode
(result, consumed) = self._buffer_decode(data, self.errors, final)
UnicodeDecodeError: 'utf-8' codec can't decode byte 0xff in position 0: invalid start byte
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1438, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1055, in convert_to_parquet
builder.download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 894, in download_and_prepare
self._download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 970, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1702, in _prepare_split
for job_id, done, content in self._prepare_split_single(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1858, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
xml string |
|---|
import cv2
from math import *
import numpy as np
import random
import os
import glob as gb
def rotate_bound_white_bg(image, angle):
# grab the dimensions of the image and then determine the
# center
(h, w) = image.shape[:2]
(cX, cY) = (w // 2, h // 2)
# grab the rotation matrix (applying the negat... |
<annotation>
<folder>Missing_hole</folder>
<filename>01_missing_hole_01.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/01_missing_hole_01.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3034</width>
<height>1586</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>01_missing_hole_02.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/01_missing_hole_02.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3034</width>
<height>1586</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>01_missing_hole_03.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/01_missing_hole_03.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3034</width>
<height>1586</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>01_missing_hole_04.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/01_missing_hole_04.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3034</width>
<height>1586</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>01_missing_hole_05.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/01_missing_hole_05.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3034</width>
<height>1586</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>01_missing_hole_06.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/01_missing_hole_06.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3034</width>
<height>1586</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>01_missing_hole_07.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/01_missing_hole_07.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3034</width>
<height>1586</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>01_missing_hole_08.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/01_missing_hole_08.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3034</width>
<height>1586</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>01_missing_hole_09.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/01_missing_hole_09.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3034</width>
<height>1586</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>01_missing_hole_10.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/01_missing_hole_10.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3034</width>
<height>1586</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>01_missing_hole_11.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/01_missing_hole_11.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3034</width>
<height>1586</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>01_missing_hole_12.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/01_missing_hole_12.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3034</width>
<height>1586</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>01_missing_hole_13.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/01_missing_hole_13.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3034</width>
<height>1586</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>01_missing_hole_14.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/01_missing_hole_14.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3034</width>
<height>1586</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>01_missing_hole_15.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/01_missing_hole_15.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3034</width>
<height>1586</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>01_missing_hole_16.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/01_missing_hole_16.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3034</width>
<height>1586</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>01_missing_hole_17.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/01_missing_hole_17.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3034</width>
<height>1586</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>01_missing_hole_18.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/01_missing_hole_18.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3034</width>
<height>1586</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>01_missing_hole_19.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/01_missing_hole_19.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3034</width>
<height>1586</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>01_missing_hole_20.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/01_missing_hole_20.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3034</width>
<height>1586</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>04_missing_hole_01.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/04_missing_hole_01.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3056</width>
<height>2464</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>04_missing_hole_02.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/04_missing_hole_02.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3056</width>
<height>2464</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>04_missing_hole_03.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/04_missing_hole_03.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3056</width>
<height>2464</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>04_missing_hole_04.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/04_missing_hole_04.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3056</width>
<height>2464</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>04_missing_hole_05.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/04_missing_hole_05.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3056</width>
<height>2464</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>04_missing_hole_06.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/04_missing_hole_06.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3056</width>
<height>2464</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>04_missing_hole_07.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/04_missing_hole_07.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3056</width>
<height>2464</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>04_missing_hole_08.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/04_missing_hole_08.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3056</width>
<height>2464</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>04_missing_hole_09.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/04_missing_hole_09.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3056</width>
<height>2464</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>04_missing_hole_10.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/04_missing_hole_10.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3056</width>
<height>2464</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>04_missing_hole_11.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/04_missing_hole_11.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3056</width>
<height>2464</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>04_missing_hole_12.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/04_missing_hole_12.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3056</width>
<height>2464</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>04_missing_hole_13.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/04_missing_hole_13.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3056</width>
<height>2464</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>04_missing_hole_14.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/04_missing_hole_14.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3056</width>
<height>2464</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>04_missing_hole_15.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/04_missing_hole_15.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3056</width>
<height>2464</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>04_missing_hole_16.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/04_missing_hole_16.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3056</width>
<height>2464</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>04_missing_hole_17.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/04_missing_hole_17.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3056</width>
<height>2464</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>04_missing_hole_18.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/04_missing_hole_18.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3056</width>
<height>2464</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>04_missing_hole_19.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/04_missing_hole_19.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3056</width>
<height>2464</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>04_missing_hole_20.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/04_missing_hole_20.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>3056</width>
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<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
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<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/05_missing_hole_01.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>2544</width>
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<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>05_missing_hole_02.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/05_missing_hole_02.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>2544</width>
<height>2156</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>05_missing_hole_03.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/05_missing_hole_03.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>2544</width>
<height>2156</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>05_missing_hole_04.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/05_missing_hole_04.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>2544</width>
<height>2156</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>05_missing_hole_05.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/05_missing_hole_05.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>2544</width>
<height>2156</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>05_missing_hole_06.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/05_missing_hole_06.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>2544</width>
<height>2156</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>05_missing_hole_07.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/05_missing_hole_07.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>2544</width>
<height>2156</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>05_missing_hole_08.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/05_missing_hole_08.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>2544</width>
<height>2156</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>05_missing_hole_09.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/05_missing_hole_09.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>2544</width>
<height>2156</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>05_missing_hole_10.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/05_missing_hole_10.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>2544</width>
<height>2156</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>06_missing_hole_01.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/06_missing_hole_01.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>2868</width>
<height>2316</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>06_missing_hole_02.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/06_missing_hole_02.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>2868</width>
<height>2316</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>06_missing_hole_03.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/06_missing_hole_03.jpg</path>
<source>
<database>Unknown</database>
</source>
<size>
<width>2868</width>
<height>2316</height>
<depth>3</depth>
</size>
<segmented>0<... |
<annotation>
<folder>Missing_hole</folder>
<filename>06_missing_hole_04.jpg</filename>
<path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/06_missing_hole_04.jpg</path>
<source>
<database>Unknown</database>
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End of preview.
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Dataset Reference
- Danilo Giordano and Martino Trevisan, “PHME Data Challenge,” European conference of the prognostics and health management society, 2022.
- Huang and P. Wei, “A PCB Dataset for Defects Detection and Classification,” Jan. 2019, [Online]. Available: http://arxiv.org/abs/1901.08204
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