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Thermostat Shell Detection Dataset

V1.0
Latest Update:
2025-10-14
Samples:
5000 records
File Size:
1.2G
Format:
JPG/PNG/JSON
Data Domain:
Image
Holder:
MOBIUSI INCMOBIUSI INC
Industry Scope:
Industrial Inspection | Quality Control | Automated Recognition
Applications:
Object Detection | Image Classification | Quality Assessment

Brief Introduction

The Thermostat Shell Detection Dataset addresses the current challenges in industrial manufacturing, particularly in the automated recognition and leak testing of thermostat shells. Traditional methods often struggle with accuracy and speed, leading to increased operational costs and defective products. This dataset aims to enhance the performance of machine learning models in defect detection and quality assurance. The data is collected using high-resolution cameras in controlled environments, followed by rigorous quality control measures including multiple rounds of annotation, consistency checks, and expert reviews. The dataset is organized in a structured format with images stored in JPG and associated metadata in JSON, ensuring easy access and processing.

Sample Examples

ImageFile NameResolutionNumber Of TargetsDefect PresenceType Of DefectBounding BoxMaterial TypeSurface ConditionColorShapeTemperature Resistance Level
a85fd4bbbfc38683ad12fe7fa8432663.jpg1440*10801NoNone[{x1: 100, y1: 150, x2: 400, y2: 350}]MetalRoughGrayComplexHigh
81c07e4baa73bff279d15872d7124b85.jpg1244*25601NoNone[(100, 50, 300, 250)]MetalRoughGrayIrregular ShapeUnknown

Data Structure

FieldTypeDescription
file_namestringFile name
qualitystringResolution
object_countintThe number of targets detected in the image.
defect_presencebooleanIndicates whether there are any defects in the shell present in the image.
defect_typestringThe types of defects detected, such as cracks, deformations, and so on.
bounding_boxesjsonThe coordinates of the bounding box for each detected target.
material_typestringThe type of material of the shell, such as plastic, metal, etc.
surface_conditionstringThe surface condition of the casing, such as smooth, rough, etc.
colorstringThe color of the casing.
shapestringDescription of the casing's shape, such as round, square, etc.
temperature_resistance_ratingstringThe temperature resistance level of the casing.

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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