Exhaust Pipe Detection Dataset
V1.0Latest Update: | 2025-10-17 | Samples: | 5000 records |
Samples: | 5000 records | ||
File Size: | 1.2G | Format: | JPG/PNG/JSON |
Format: | JPG/PNG/JSON | ||
Data Domain: | Image | Holder: |  MOBIUSI INC |
Holder: | MOBIUSI INC | ||
Industry Scope: | Exhaust System Inspection | Quality Control | ||
Applications: | Anomaly Detection | Image Classification | ||
Brief Introduction
The current industrial sector faces significant challenges in ensuring the quality and proper assembly of exhaust systems, particularly with the risk of misassembled exhaust pipes leading to performance issues and environmental concerns. Existing solutions often lack the capability to accurately detect these misassemblies in real-time, leading to inefficiencies and potential safety hazards. This dataset aims to address these technical challenges by providing high-quality images of exhaust pipes, labeled for various assembly errors and layout confirmations. The data was collected using high-resolution cameras in controlled factory environments, ensuring optimal lighting and consistency. Quality control measures include multiple rounds of annotation, inter-annotator agreement checks, and reviews by domain experts. The images are stored in JPG format, organized by folders corresponding to different error types.
Sample Examples
| Image | File Name | Resolution | Pipeline Location | Connection Status | Exhaust System Layout | Defect Severity | Target Count | Type of Anomaly | Image Quality | Color Consistency | Corrosion Status | Component Visibility |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
 | 33f7da007baa15ec392d2a7c21233913.jpg | 648*1362 | The exhaust pipe is at the bottom of the car, passing through the center area of the chassis | Indications of misinstallation or damage, connection is unstable | Exhaust system shows a complex, curved shape with some overlapping components | Severe, with noticeable corrosion and structural damage to the exhaust pipe | Multiple exhaust pipes and related connecting components detected | Corrosion and possible misinstallation | Moderate clarity, some areas are unevenly lit | Color is inconsistent with expectations, noticeable rust discoloration | Severe corrosion on the exhaust pipe surface, noticeable wear | Most parts are visible, with some minor obstructions |
 | a1d925965a664cc10850655abb6c2bba.jpg | 1077*435 | The exhaust pipe is centrally located in the image and clearly visible | Exhaust pipe is not fully connected, fracture at the joint | Exhaust system layout is relatively simple, only showing the junction of two pipes | Severe, as the pipe fracture affects function | 2 | Joint fracture and corrosion | Image is clear, details are visible | Color shows signs of wear and corrosion | Significant corrosion present | High part visibility with no significant obstruction |
 | 41dcc8cfa8465fe354cf1a83cf3b8b98.jpg | 1080*720 | The exhaust pipe is in the lower middle of the image, with a fractured joint | Exhaust pipe visibly broken, indicating misinstallation | Exhaust system is chaotic, exhaust pipe joint is evidently misaligned | 5 (very severe, requires immediate repair) | 1 exhaust pipe and its connecting components detected | Exhaust pipe fracture and severe corrosion | Image clarity is high, connection and corrosion conditions are clearly visible | Exhaust pipe color consistent with expected metal color but shows rust marks | The exhaust pipe surface shows significant corrosion and wear | Good part visibility with minimal obstruction |
 | c0f0ba0f638ea03b31acbec35ec2587b.jpg | 1080*1319 | The exhaust pipe is located at the vehicle's bottom, extending to the rear | Normal connection, no obvious misinstallation | The exhaust system includes multiple bent pipes and a muffler, compact layout | Mild, with soot marks | 2 main components detected (muffler and exhaust pipe) | Soot marks | Image is relatively clear, details are visible | Exhaust pipe color is as expected, natural metal color | Slight soot on the surface, no severe corrosion | Good part visibility, no significant obstruction |
 | ee309d06fc198e698544b626d04acf6c.jpg | 1079*1325 | The exhaust pipe is located in the lower middle part of the image | Connection is normal, no misinstallation | The exhaust system layout is compact with some bent pipes | Minor corrosion | 1 exhaust pipe detected | Minor corrosion | The image is clear | Exhaust pipe color is basically consistent | Surface shows minor corrosion | Good part visibility with no significant obstruction |
Data Structure
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| quality | string | Resolution |
| pipe_position | string | Description of the position of the exhaust pipe in the image. |
| connection_status | string | The actual connection status of the exhaust pipe, whether there is any misinstallation. |
| exhaust_system_layout | string | Description of the overall layout of the exhaust system. |
| defect_severity | integer | If there is a defect, the severity rating of the defect. |
| object_count | integer | The number of exhaust pipes and related components detected in the image. |
| anomaly_type | string | Description of the detected type of anomaly. |
| image_quality | string | Assessment of the clarity and overall quality of the image. |
| color_consistency | string | Consistency of the exhaust pipe with its expected color. |
| corrosion_status | string | Description of the corrosion or wear condition on the surface of the exhaust pipe. |
| part_visibility | string | Visibility and degree of occlusion of components in 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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