Sneaker Occlusion Image Dataset
V1.0Latest Update: | 2025-10-16 | Samples: | 15000 records |
Samples: | 15000 records | ||
File Size: | 0.8G | Format: | JPG/PNG/JSON |
Format: | JPG/PNG/JSON | ||
Data Domain: | Image | Holder: |  MOBIUSI INC |
Holder: | MOBIUSI INC | ||
Industry Scope: | Product Recognition | Image Classification | E-commerce Search | ||
Applications: | Object Detection | Image Segmentation | Feature Extraction | ||
Brief Introduction
In the current retail e-commerce landscape, visual recognition systems face significant challenges due to occlusions affecting product visibility, which can lead to misclassification and poor user experience. Existing datasets often lack diverse occlusion scenarios, limiting the training effectiveness of machine learning models. This dataset aims to address these challenges by providing a comprehensive collection of images where sneakers are obscured by factors such as pant legs, blurred shoe tips, and ground reflections or mud. The data is collected using high-resolution cameras in various retail environments to ensure realistic conditions. Quality control measures include multiple rounds of annotation, consistency checks among annotators, and expert reviews to ensure high accuracy. The dataset is organized in JPG format, each image accompanied by metadata in a structured manner.
Sample Examples
| Image | File Name | Resolution | Main Color | Brand Logo Visibility | Degree Of Occlusion | Viewing Angle | Lighting Conditions | Texture Clarity | Background Clutter Level | Shoe Orientation | Presence Of Reflections | Depth Of Field |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
 | 208278fccb58e4ce737cecbb82087d68.jpg | 2080*961 | green | visible | 2 | bottom view | indoor | clear | 4 | front | no obvious reflection | shallow depth of field |
 | 68dc8942ebc101ca94043e15f8eeec5e.jpg | 1224*1632 | white | not visible | 0 | top | dim, possibly outdoor | clear | 1 | front facing up | no apparent reflection | deep depth of field |
 | 0ce52da840f9bc1e6d7b4006f10f9af1.jpg | 1623*1279 | black | clearly visible | 0 | top | bright | clearly discernible | 0 | front | no apparent reflection | deep depth of field |
 | b05a92a7df9b2d308c700576d1c635d6.jpg | 932*1748 | white | clearly visible | 0 | top | bright | clearly discernible | 1 | right | no apparent reflection | shallow depth of field |
 | db4193d50f0ecee05600f2861939d803.jpg | 1632*1224 | burgundy | not clear | 0 | top shot | indoor | clear | 5 | front | no reflection | shallow depth of field |
 | f4a356beaaf1998a1ef0975e9f84de66.jpg | 900*1600 | white | partially visible | 0 | top | indoor | clear | 2 | facing forward | slight reflection | shallow depth of field |
 | 43d6c29c19a487dd634b8fbae54d4932.jpg | 1885*1060 | gray | partially visible | 0 | side view | bright | clear | 7 | facing left | none | shallow depth of field |
 | bbe5cbdbc850b72e9ebc312e26119792.jpg | 1632*1224 | black | clearly visible | 0 | from an oblique side | indoor, bright light | clearly discernible | 3 | left side forward | no apparent reflection | deep depth of field |
 | 03e2ead5d45427935adda046b57c277c.png | 4368*2030 | green | clearly visible | 0 | side shot | bright | clearly discernible | 0 | front | none | deep depth of field |
 | 6fbf69cea40280438a8a3d31c6440020.jpg | 2610*1279 | gray | clearly visible | 0 | side view | bright | clear | 0 | front facing left | none | deep depth of field |
Data Structure
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| quality | string | Resolution |
| dominant_color | string | The main color of the sneakers in the image, indicated by a specific color name or color code |
| brand_logo_visibility | boolean | Whether the brand logo on the sneakers is clearly visible in the image |
| obstruction_level | integer | The degree of occlusion of the sneakers in the image, ranging from 0 (no occlusion) to 10 (completely occluded) |
| angle_of_view | integer | The viewing angle of the sneakers as shown in the image, such as from the front, side, or top |
| light_condition | string | The lighting conditions when the image was taken, such as bright, cloudy, indoor, outdoor, etc. |
| texture_clarity | boolean | Whether the material texture of the sneakers is clearly distinguishable in the image |
| background_clutter | integer | The level of complexity in the image background, ranging from 0 (simple) to 10 (very complex) |
| shoe_orientation | string | The orientation of sneakers in the image, such as left, right, front, or back. |
| reflection_presence | boolean | Whether there are noticeable reflections in the image, such as those on shiny surfaces. |
| depth_of_field | string | The degree of depth of field in the image, referring to the ratio of foreground and background sharpness, such as shallow or deep depth of field. |
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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