Down Jacket Vest Occlusion Image Dataset
#classification #segmentation #image recognition #object detection #fashion analysis
- 5000 records
- 3G
- JPG/PNG/JSON
- CC-BY-NC-SA 4.0
MOBIUSI INC
Updated:2026-03-16
AI Analysis & Value Prop
In the current retail e-commerce industry, the challenge of accurately recognizing clothing items that are partially occluded (e.g., due to overlapping clothing or missing parts) is significant. Existing datasets often do not cover such scenarios adequately, leading to insufficient training for models. This dataset aims to address the technical issue of recognizing and segmenting images of down jacket vests that are obscured by other garments, fulfilling a crucial business need for e-commerce platforms to improve visual search and recommendation systems. The dataset was collected using high-quality cameras in various retail environments, ensuring diverse lighting and angles. To maintain high quality, we implemented multiple rounds of annotation with consistency checks and expert reviews. The images are stored in JPG format, organized by categories based on the occlusion types, facilitating easy access and use.
Dataset Insights
Sample Examples
8a9365ea**.jpg|1280*1706|355.80 KB
bd86cbae**.jpg|1280*1596|139.50 KB
242fafd2**.jpg|1280*1005|94.88 KB
8bc03bb4**.jpg|1280*1699|364.23 KB
61a6649f**.jpg|1280*1699|420.42 KB
Technical Specifications
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| quality | string | Resolution |
| occlusion_level | string | The degree of occlusion of the down vest in the image, such as: no occlusion, partial occlusion, severe occlusion. |
| background_complexity | string | The complexity of the image background, such as: simple, average, complex. |
| texture_pattern | string | The main material texture of the down vest, such as: smooth, rough, fluffy. |
Compliance Statement
| 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 |
Frequently Asked Questions
- What is the Down Vest Product Occlusion Recognition Image Dataset?
- The Down Vest Product Occlusion Recognition Image Dataset is an object detection dataset focused on the retail industry, primarily used to detect images of down vests under various occlusions.
- How does the dataset help improve the accuracy of e-commerce product recognition?
- By providing images specifically featuring occluded down vests, the dataset can train models to recognize products more accurately, enhancing the accuracy of product recognition and user experience on e-commerce platforms.
- What are the application scenarios for down vest product occlusion recognition?
- Application scenarios for this dataset include e-commerce product display optimization, inventory management, and vision-based intelligent shopping assistants.
- What are the industry advantages of using this dataset?
- By using this dataset, the retail industry can better automate the recognition and classification of products, reducing manual involvement, increasing efficiency and accuracy, and ultimately enhancing the consumer shopping experience.
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Verified for Enterprise UseCite this Work
@dataset{Mobiusi2025,
title={Down Jacket Vest Occlusion Image Dataset},
author={MOBIUSI INC},
year={2025},
url={https://www.mobiusi.com/datasets/7da5d62ab64145204d9c573f33165bc0},
urldate={2025-08-28},
keywords={down jacket dataset,image occlusion dataset,retail e-commerce images,fashion image dataset,clothing recognition dataset},
version={1.0}
}Using this in research? Please cite us.
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