Camshaft Detection Dataset
V1.0Latest Update: | 2026-01-13 | Samples: | 15000 records |
Samples: | 15000 records | ||
File Size: | 3.2G | Format: | JPG/PNG/JSON |
Format: | JPG/PNG/JSON | ||
Data Domain: | Image | Holder: |  MOBIUSI INC |
Holder: | MOBIUSI INC | ||
Industry Scope: | Industrial Inspection | Quality Control | Automotive Manufacturing | ||
Applications: | Image Classification | Object Detection | Anomaly Detection | ||
Brief Introduction
The Camshaft Detection Dataset aims to address the challenges in industrial camshaft inspection, which is critical for ensuring quality in automotive manufacturing. Current methods often struggle with variations in lighting and occlusions, leading to high false-negative rates. This dataset is designed to improve image recognition capabilities and enhance defect detection accuracy. The dataset consists of images collected under varying light conditions and with different occlusions, ensuring robustness. Quality control measures include multiple rounds of annotation, consistency checks, and expert reviews to maintain high annotation precision. The data is stored in JPEG format, organized in a structured directory for easy access and retrieval.
Sample Examples
| Image | File Name | Resolution | Camshaft Model | Lighting Conditions | Degree of Occlusion | Surface Condition | Camera Angle |
|---|---|---|---|---|---|---|---|
 | 7acb5f47aafe7151193bb4ddcc4f9478.png | 1007*1500 | Unknown | Bright | No Occlusion | No Defects | Side |
 | 3ad3412c8a330b601659b30a5dab1605.png | 951*1500 | Unknown | Bright | No Occlusion | No Defects | Overhead |
 | a74c3e3aa7e09a95ac2bcb9c4d6a4fed.png | 1117*1500 | Unknown | Bright | No Occlusion | Rust | Side |
 | 78726aed4a813c940f743c62597e643f.png | 1061*1500 | Unknown | Bright | No Occlusion | No Defects | Front |
 | 75f01c32e56671a5e0db03d7bf5fd501.png | 1092*1500 | Unknown | Bright | No Occlusion | No Defects | Overhead |
Data Structure
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| quality | string | Resolution |
| camshaft_model | string | The specific model or type of the camshaft. |
| illumination_condition | string | The lighting conditions during image capture, such as bright, shadowed, dim, etc. |
| occlusion_level | string | The degree to which the camshaft is occluded in the image, such as unoccluded, partially occluded, fully occluded. |
| surface_condition | string | The condition of the camshaft surface, such as defect-free, scratched, rusted, etc. |
| camera_angle | string | The angle of the camera when capturing the image, such as frontal, side, top-down, etc. |
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 |
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