Transmission Control Unit 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: | Electronics Control Unit Recognition | Error Prevention System Support | ||
Applications: | Object Detection | Image Classification | ||
Brief Introduction
The current industrial sector faces significant challenges in the accurate detection and recognition of electronic control units (ECUs), which are critical for optimizing performance and ensuring safety in automotive systems. Existing solutions often struggle with high false positive rates and require extensive manual intervention, leading to inefficiencies. This dataset aims to address the specific technical problem of automating ECU detection, thereby reducing human error and improving overall efficiency. The data is collected using high-resolution cameras in controlled environments, ensuring consistent image quality. Rigorous quality control measures, including multi-round annotation, consistency checks, and expert reviews, are implemented to maintain high data integrity. The dataset is organized in JPEG format, with each image accompanied by relevant metadata for ease of access and analysis.
Sample Examples
| Image | File Name | Resolution | Target Type | Bounding Box | Defect Type | Confidence Level | Lighting Conditions | Camera Angle | Label Quality | Part Serial Number | Image Sharpness | Inspection Area |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
 | 76ed110019b67330a2ded86d54d798c5.jpg | 1242*894 | Transmission Control Unit | (100, 100, 500, 500) | No Obvious Defects | 0.95 | Well Lit | Overhead | High Quality | 00401068C2 | Clear | Central |
 | a4070b08ecc14cc879055821abf4470b.jpg | 1024*768 | Transmission Control Unit | (100, 150, 400, 300) | No Obvious Defects | 0.95 | Well Lit | Side View | High Quality | 83222152426 | Clear | Vehicle Underside |
 | 8f4d576ec72b121adbd9836f488c411f.jpg | 750*1334 | Transmission Control Unit | (50, 30, 450, 400) | No Obvious Defects | 0.95 | Well Lit | Side Angle | High Quality | Unidentifiable | Clear | Central Left of Image |
 | 865b351ea6e50a7200186166d9b51110.jpg | 1706*1280 | Transmission Control Unit | (100, 50, 400, 300) | No Obvious Defects | 0.98 | Well Lit | Left Angle | High Quality | Not Visible | Clear | Central Right Area |
 | 81cd5d03fa73048cb3f712ccfde249be.jpg | 768*1024 | Transmission Control Unit | Not provided | No apparent defects | 0.9 | Adequate lighting | Top view | High quality | Not provided | Clear | Bottom center position |
Data Structure
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| quality | string | Resolution |
| object_type | string | The type of objects to be detected in the image, such as the model or identifier of a transmission control unit. |
| bounding_box | json | Bounding box coordinates for object detection, describing the rectangular position of the target. |
| defect_type | string | The type of defect detected in the transmission control unit in the image. |
| confidence_level | float | The confidence score for the detected object, ranging from 0 to 1. |
| lighting_conditions | string | The lighting conditions when capturing the image, such as well-lit or dim. |
| camera_angle | string | The description of the camera angle when the image was captured, for example, overhead or frontal view. |
| annotation_quality | string | Description of the quality of labeled data, such as high quality or medium quality. |
| part_serial_number | string | Unique serial number or identifier of the transmission control unit. |
| image_clarity | string | The clarity of the image, described as sharp, blurry, etc. |
| inspection_area | string | Description of the area or location of the transmission control unit within the image. |
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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