Down Jacket Occlusion Image Dataset
V1.0Latest Update: | 2025-10-15 | 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: | fashion detection | image segmentation | computer vision | ||
Applications: | object detection | image classification | ||
Brief Introduction
The retail e-commerce industry is facing challenges with accurately detecting clothing items in images where occlusions occur, such as scarves overlapping or model poses obscuring parts of the clothing. Existing datasets often lack diverse occlusion scenarios, limiting the effectiveness of image recognition models. This dataset aims to bridge that gap by providing a comprehensive collection of images featuring various occlusions for down jackets. The data is collected from various online retail platforms, ensuring a wide variety of poses and environmental conditions. Each image undergoes a multi-step quality control process, including multiple rounds of annotation by trained personnel and consistency checks by domain experts. The dataset is organized in JPG format, with each image stored alongside its corresponding annotations in a structured manner.
Sample Examples
| Image | File Name | Resolution | Bounding Box | Occlusion Level | Color | Texture | Pattern Type | Partially Visible Garment Parts | Pose Angle | Lighting Conditions | Background Clutter |
|---|---|---|---|---|---|---|---|---|---|---|---|
 | e1546af925cdc37758de15d0e3ce4eee.jpg | 1224*1632 | [(200, 50), (450, 400)] | low | blue | smooth | camouflage | none | angled side | indoor light | moderate |
 | 96a568db3358f9baa9540c8840f8fdb7.jpg | 1864*4032 | (100, 50, 500, 800) | low | blue | flat | solid | sleeve | rear view | indoor light | moderate |
 | 040d36e470a77ba273cd86466fcb219b.png | 2160*2255 | (100, 50, 600, 700) | low | blue | smooth | solid | none | frontal | natural light | clean |
 | 6d697314f7c83ac8084b8ed7bef71356.png | 2160*2519 | (0, 0), (895, 0), (895, 768), (0, 768) | low | gray | smooth | solid | none | frontal | even light | clean |
 | fdd347488d21316a60e08df687df08ae.jpg | 1224*1632 | (100, 50, 400, 600) | low | black | smooth | solid | none | front-side | indoor light | moderate |
 | 01f38daf6de3af267e8c66ef5472cf95.jpg | 1864*4032 | [100, 50, 300, 400] | low | blue | smooth and glossy | solid | near left pocket | slightly side angle | natural light | moderate |
 | 9b947094540c10e7495cc9b63e602a08.jpg | 1080*720 | approximately top left corner of the image (15%, 10%), bottom right corner (60%, 90%) | low | black | smooth, fluffy | solid | none | front-side | natural light | moderate |
 | 493bee7107c2cfa0a5c92061dc0fbfb6.jpg | 1864*4032 | (100, 50, 300, 500) | low | blue | smooth | solid | hat, hem | side | natural light | moderate |
 | 6b78a1ca251636c1100f16c023574604.jpg | 1204*2608 | [100, 80, 300, 500] | low | gray | smooth with horizontal stitching | solid | hem part | side angle | indoor light | moderate |
 | 9d6d29863ca4eb13907c30694008953f.jpg | 1204*2608 | [100, 50, 300, 500] | low | gray | no obvious texture | solid | none | frontal | indoor light | moderate |
Data Structure
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| quality | string | Resolution |
| bounding_box | array | A set of coordinates used to label the bounding box of the down jacket in the image. |
| occlusion_level | string | Indicates the level of occlusion of the down jacket in the image, such as low, medium, or high. |
| color | string | The main color of the down jacket in the image. |
| texture | string | Distinct texture features on the surface of the down jacket. |
| pattern_type | string | The type of pattern on the down jacket, such as stripes, plaid, solid color, etc. |
| clothing_partially_visible | string | The names of garment parts partially visible in the image due to occlusion. |
| pose_angle | float | The angle at which the down jacket is photographed in the image. |
| lighting_condition | string | The lighting conditions when photographing the down jacket, such as natural light or indoor light. |
| background_clutter | string | Evaluation of the clutter level of the image background, such as clean, moderate, or cluttered. |
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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