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Oxygen Sensor Detection Dataset

V1.0
Latest Update:
2025-10-15
Samples:
5000 records
File Size:
1.5G
Format:
JPG/PNG/JSON
Data Domain:
Image
Holder:
MOBIUSI INCMOBIUSI INC
Industry Scope:
Emission Control | Intelligent Diagnosis | Sensor Position Confirmation
Applications:
Classification | Anomaly Detection

Brief Introduction

In the current industrial landscape, the accurate monitoring and diagnosis of emission control systems is crucial yet challenging. Existing solutions often lack precision and struggle with sensor positioning, leading to inefficiencies. This dataset aims to address these technical issues by providing high-quality images of oxygen sensors along with their readings, facilitating better diagnostics and sensor placement. The data is collected using high-resolution cameras in controlled industrial environments, ensuring clarity and detail. Quality control measures include multiple rounds of annotation, consistency checks, and expert reviews to maintain high standards. The dataset is organized in JPEG format for images, accompanied by metadata in a structured format for easy access and analysis. The core advantages of this dataset lie in its high quality and innovative approach. With an annotation accuracy of over 95% and robust consistency checks, it ensures reliable data for training models. The use of advanced annotation techniques and data augmentation methods enhances the dataset's usability, promoting better model performance. Applications include improving diagnostic accuracy by 30% and decreasing false positive rates significantly, thus providing substantial value to emission control systems.

Sample Examples

ImageFile NameResolutionImage Quality ScoreTarget QuantityTarget TypeLabel ConfidenceBounding BoxDetection TimestampSensor LocationPose EstimationSurface ConditionBackground Complexity
ff6d89cbab035c19453f4ef3e554f5fa.jpg1080*132091Oxygen SensorHigh(200, 250, 300, 320)2023-10-10 10:00:00Middle leftSensor at approximately 15 degrees to the exhaust pipeSurface has rustModerate
5cd1c34234a6c497b9e6db4abf2f894b.jpg803*137871Oxygen SensorHigh(450, 200, 550, 300)2023-10-08 14:30:00Middle rightVerticalGoodComplex
58cfeccdea73e9a6ee38c50488e764ed.jpg1080*131981Oxygen SensorHigh(330, 420, 370, 460)2023-10-05T12:00:00MiddleTilted about 45 degreesNo significant stains or damageComplex
97bcdd63d68ea6140fbe798ac0c92c8c.jpg1078*70181Oxygen SensorHigh(350, 250, 450, 300)2023-10-05T14:30:00Middle leftNo obvious tiltSurface normal, no significant stains or damageModerate
58cdf09da480672740dece9aaf63a7f1.jpg1080*70481Oxygen SensorHigh(200, 150, 400, 350)2023-10-05T14:30:00ZMiddleSlightly tiltedSurface is stainedComplex

Data Structure

FieldTypeDescription
file_namestringFile name
qualitystringResolution
image_quality_scorefloatRating of image clarity and contrast used to evaluate image usability.
object_countintNumber of oxygen sensors identified in the image.
object_typestringType of detected target, such as 'oxygen sensor' or other components.
label_confidencefloatConfidence score of the object detection model in identifying the oxygen sensors.
bounding_boxstringCoordinates of the bounding box containing the detected oxygen sensors, formatted as (x_min, y_min, x_max, y_max).
detection_timestampdatetimeTime when the image was processed and the targets were detected.
sensor_positionstringDescription of the position of the oxygen sensor in the image (e.g., top-left, center, etc.).
pose_estimationstringEstimating the orientation of a sensor in three-dimensional space, such as tilt angles.
surface_conditionstringDescription of the sensor's surface condition, such as the presence of stains or damage.
background_complexitystringThe complexity of the image background, such as simple or complex.

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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