Home/Industry/Engine Cylinder Head Detection Dataset

Engine Cylinder Head Detection Dataset

V1.0
Latest Update:
2025-10-17
Samples:
5000 records
File Size:
1.5G
Format:
JPG/PNG/JSON
Data Domain:
Image
Holder:
MOBIUSI INCMOBIUSI INC
Industry Scope:
Industrial Inspection | Quality Control | Manufacturing Process
Applications:
Object Detection | Image Classification

Brief Introduction

The Engine Cylinder Head Detection Dataset is created in response to the current challenges in the automotive industry, particularly regarding the quality of engine assembly. Many manufacturers face issues with incorrect installation and missing components, leading to increased warranty claims and operational downtimes. Existing solutions often lack comprehensive datasets that allow for robust training of machine learning models, resulting in suboptimal performance in real-world applications. This dataset aims to address these challenges by providing high-quality labeled images that enable the detection of installation statuses and missing parts. The data was collected using high-resolution cameras in a controlled manufacturing environment, ensuring consistent lighting and angles. Quality control measures included multi-round annotations, consistency checks among annotators, and expert reviews to maintain high accuracy. The dataset is organized in JPG format, with images structured in folders categorized by their respective statuses. The dataset is designed to provide a reliable resource for training advanced models in the field of industrial inspection.

Sample Examples

ImageFile NameResolutionCylinder Head ConditionDefect TypeDefect Location
c127477045652169bd965c478a6185ba.jpg1280*1663NormalNo noticeable defectsNone
d8bc30b8dd0d5e15770a9092ca4ad96a.jpg1280*1706Normal installationNo noticeable defectsNo defect location
140b611f45e9bcfbf5e7e21fe7c27e4b.jpg1280*1706Cylinder head removedNo noticeable defects observedNo noticeable defect location observed
a62bc8d1cbc6cf8415ba23bcbb9d26c1.jpg1280*2152NormalSlight rustCylinder head surface and edges
ed04e7b759ed51716e31d527f9b0450b.jpg1280*1651Cylinder head being removed for inspectionDefects not obviously identifiable from imageCannot clearly locate defects from image

Data Structure

FieldTypeDescription
file_namestringFile name
qualitystringResolution
cylinder_head_conditionstringInstallation status of the cylinder head, including normal, misinstalled, or missing parts
defect_typestringObserved defect type, such as cracks, wear, rust, etc.
locationstringDescription of the specific location of the defect on the cylinder head

Compliance Statement

ItemContent
Authorization TypeCC-BY-NC-SA 4.0 (Attribution–NonCommercial–ShareAlike)
Commercial UseRequires exclusive subscription or authorization contract (monthly or per-invocation charging)
Privacy and AnonymizationNo PII, no real company names, simulated scenarios follow industry standards
Compliance SystemCompliant with China’s Data Security Law / EU GDPR / supports enterprise data access logs

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