Down Jacket Occlusion Image Dataset
#image classification #object recognition #object detection #image segmentation #fashion analysis
- 5000 records
- 1.2G
- JPG/PNG/JSON
- CC-BY-NC-SA 4.0
MOBIUSI INC
Updated:2026-03-12
AI Analysis & Value Prop
The retail e-commerce industry faces significant challenges in accurately identifying apparel in images, particularly when occlusions occur, such as bags or hats obscuring parts of the clothing. Current solutions often struggle with occluded objects, leading to misclassification and poor user experiences. This dataset aims to address these challenges by providing a diverse set of images featuring down jackets with various occlusions. Data collection involved capturing images in different retail environments under varying lighting conditions using high-resolution cameras. Quality control measures included multiple rounds of annotation, consistency checks among annotators, and expert reviews to ensure high accuracy. The dataset is organized in JPG format, with each image associated with detailed metadata regarding the type of occlusion and its unique identifier.
Dataset Insights
Sample Examples
bb5ee8e5**.png|1500*1357|1.31 MB
8824dd1f**.png|1500*2232|2.86 MB
c952c9eb**.png|1500*1024|1.12 MB
dfe28ccf**.png|1500*2816|1.82 MB
Technical Specifications
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| quality | string | Resolution |
| obstruction_level | float | The proportion of the down jacket that is covered or occluded. |
| color_dominance | string | The most prominent color of the down jacket in the image. |
| texture_complexity | float | Describes the complexity of the surface texture of the down jacket. |
| background_clarity | float | The clarity of the image background, which helps in the accuracy of the detection algorithm. |
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 image information does the Down Jacket Occlusion Detection Image Dataset contain?
- This dataset includes high-quality images of down jackets under various occlusion conditions, intended for research and development of object detection algorithms.
- How can the Down Jacket Occlusion Detection Image Dataset be applied in the e-commerce industry?
- E-commerce businesses can use this dataset to improve the accuracy of product recognition and classification, thereby enhancing the online shopping user experience.
- How does the Down Jacket Occlusion Detection Image Dataset assist in object detection?
- This dataset provides images of down jackets under various occlusions, offering rich training and testing material for object detection algorithms.
- Why choose down jackets as the subject of study?
- Down jackets are common products in e-commerce. Studying their recognition under various occlusion conditions can solve many real-world recognition challenges.
- Is the Down Jacket Occlusion Detection Dataset applicable to other types of clothing?
- While this dataset focuses on down jackets, its methodologies and techniques can be extended to occlusion detection in other types of clothing.
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Verified for Enterprise UseCite this Work
@dataset{Mobiusi2025,
title={Down Jacket Occlusion Image Dataset},
author={MOBIUSI INC},
year={2025},
url={https://www.mobiusi.com/datasets/f5461298307e54f18ef826e54b2a78b5},
urldate={2025-08-28},
keywords={down jacket dataset,image occlusion dataset,retail fashion dataset},
version={1.0}
}Using this in research? Please cite us.
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