Lubrication Nozzle Detection Dataset
V1.0Latest Update: | 2025-10-15 | Samples: | 5000 records |
Samples: | 5000 records | ||
File Size: | 1.5G | Format: | JPG/PNG/JSON |
Format: | JPG/PNG/JSON | ||
Data Domain: | Image | Holder: |  MOBIUSI INC |
Holder: | MOBIUSI INC | ||
Industry Scope: | Automatic Recognition | Maintenance Point Identification | ||
Applications: | Object Detection | Image Classification | ||
Brief Introduction
In the industrial sector, maintenance of lubrication systems is crucial for machinery efficiency, yet identifying maintenance points remains a challenge due to manual inspection limitations. Existing solutions often suffer from human error and inefficiency, leading to delayed maintenance and increased downtime. This dataset aims to address the need for automated recognition of lubrication nozzles through image analysis, facilitating timely maintenance. The data was collected using high-resolution cameras in various industrial environments, ensuring diversity. Quality control was implemented through multiple rounds of annotation, consistency checks, and expert reviews to ensure accuracy. The dataset is stored in JPG format, organized by categories and labeled accordingly. Each image is accompanied by metadata detailing its attributes and quality assessments.
Sample Examples
| Image | File Name | Resolution | Number Of Nozzles | Defect Type | Bounding Box | Nozzle Material | Corrosion Level | Orientation | Nozzle Diameter | Background Complexity |
|---|---|---|---|---|---|---|---|---|---|---|
 | e9b8477eff1a95c594e42f093adbed05.jpg | 2000*3556 | 1 | No noticeable defects | (250, 150, 300, 200) | Metal | 1 | Vertical | 20 millimeters | Simple |
 | 728aa4aa5c9252bf8c656785373b5acd.jpg | 2000*3556 | 1 | No noticeable defects | Central position | Steel | 1 | Vertical | Unknown | Complex |
 | e3eb652509596abd060b5103fcfc9c8f.jpg | 1252*2228 | 1 | No noticeable defects | Approximately at the center of the image | Uncertain, possibly metal | 2 | Vertical | Unknown | Complex |
 | 44cdf58ffb7331e95f91a41a05306bbd.jpg | 2000*3556 | 1 | No noticeable defects | Located at the center of the image, slightly upwards | Stainless steel | 1 | Vertical | Approximately 5 millimeters | Moderate complexity |
 | e7cdd18b45e641eccc7ca5207ff9aa75.jpg | 1279*1704 | 1 | Corrosion | (250, 400, 350, 450) | Metal | 3 | Horizontal | Not Provided | Complex |
Data Structure
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| quality | string | Resolution |
| nozzle_count | integer | The number of lubrication nozzles detected in the image. |
| defect_type | string | The types of defects that may be present in the lubrication nozzles, such as cracks, blockages, etc. |
| bounding_box | string | The detected location of the lubrication nozzle, represented by a rectangular box. |
| nozzle_material | string | The material type of the lubrication nozzles, such as iron, steel, plastic, etc. |
| corrosion_level | integer | The corrosion level of the lubrication nozzle, represented by different numerical levels. |
| orientation | string | The orientation of the lubrication nozzle in the image, such as horizontal or vertical. |
| nozzle_diameter | float | The diameter of the lubrication nozzle, measured in millimeters. |
| background_complexity | string | The complexity of the image background, such as simple or complex. |
Compliance Statement
| Item | Content |
|---|---|
| Authorization Type | CC-BY-NC-SA 4.0 (Attribution–NonCommercial–ShareAlike) |
| Commercial Use | Requires exclusive subscription or authorization contract (monthly or per-invocation charging) |
| Privacy and Anonymization | No PII, no real company names, simulated scenarios follow industry standards |
| Compliance System | Compliant with China’s Data Security Law / EU GDPR / supports enterprise data access logs |
Can't find the data you need?
Post a request and let data providers reach out to you.