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Transparent Cover Detection Dataset

V1.0
Latest Update:
2025-10-15
Samples:
5000 records
File Size:
3.2G
Format:
JPG/PNG/JSON
Data Domain:
Image
Holder:
MOBIUSI INCMOBIUSI INC
Industry Scope:
Lamp Shade Inspection | Panel Integrity Recognition | Plastic Impact Detection
Applications:
Object Detection | Image Classification

Brief Introduction

The current industrial sector faces significant challenges in ensuring the integrity of transparent components like lamp shades and panels. Existing solutions often lack precision and are inefficient in detecting subtle defects. This dataset aims to address these technical challenges by providing a robust resource for machine learning models focused on defect detection in transparent covers. The dataset consists of images collected using high-resolution cameras in controlled environments, ensuring clarity and detail. Quality control measures include multiple rounds of annotation, consistency checks among annotators, and expert reviews to validate the integrity of the labels. Data is stored in JPG format, organized by folders based on categories of defects, facilitating easy access and analysis. The dataset is designed to improve detection accuracy by providing high-quality, well-annotated images for training models.

Sample Examples

ImageFile NameResolutionDefect TypeDefect LocationDefect SizeDefect SeverityDetection ConfidenceImage Quality
c5bd45e058e6ea426f7b62e5b93b770b.jpg1080*1389crackCoordinate (120, 340) to (160, 380) areaWidth 40mm, Height 40mmmedium0.85clear
d3ff10e8674e4a85e3a2d665f83a062d.jpg1440*1048scratchcenter of the image, slightly rightapproximately 5 cm x 1 cmmedium0.85clear
4aba2b0ccb0330b00fbf51e11f481aa3.jpg1438*1040scratchlower edge of the headlightapproximately 3 cm longmedium0.85clear
d0f18c7b751e4b1e2092394944fede16.jpg1080*1440crackleft side near the middleapproximately 5 cm x 2 cmhigh0.95clear
e1342d1c5a3d2bf0d51bf3dde9d230e5.jpg1080*1397scratchfront bumper lower left cornerapproximately 2 cm x 4 cmmedium0.85clear

Data Structure

FieldTypeDescription
file_namestringFile name
qualitystringResolution
defect_typestringThe type of defect detected on the transparent cover plate, such as cracks, bubbles, scratches, etc.
defect_locationstringThe specific location of the defect on the cover plate, usually expressed in coordinates.
defect_sizestringThe size of the defect, usually expressed in terms of width and height.
defect_severitystringA rating indicating the severity of the detected defect, which can be levels such as low, medium, or high.
detection_confidencefloatThe confidence score of the defect detection result, ranging from 0 to 1.
image_qualitystringThe quality grade of the image, which may include assessments such as clear, blurred, or high noise.

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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