Dress Occlusion Image Dataset
V1.0Latest Update: | 2025-10-17 | Samples: | 5000 records |
Samples: | 5000 records | ||
File Size: | 1.5G | Format: | JPG/PNG/JSON |
Format: | JPG/PNG/JSON | ||
Data Domain: | Image | Holder: |  MOBIUSI INC |
Holder: | MOBIUSI INC | ||
Industry Scope: | fashion analysis | product recognition | visual search | ||
Applications: | image classification | object detection | image segmentation | ||
Brief Introduction
The retail e-commerce industry is facing challenges in accurately identifying product features due to occlusions from accessories like bags and props. Existing solutions often fail to account for such occlusions, leading to misidentifications and poor customer experiences. This dataset aims to address these technical issues by providing diverse images of dresses with various occlusions, enabling better training for machine learning models. The data is collected through high-quality photography in controlled environments, ensuring consistent lighting and angles. Quality control measures include multiple rounds of annotation, consistency checks, and expert reviews to maintain high annotation accuracy. The dataset is organized in JPG format, with images stored by occlusion type for easy access.
Sample Examples
| Image | File Name | Resolution | Dress Type | Color | Pattern Type | Occlusion Level | Fabric Type | Sleeve Length | Neckline Type | Dress Length | Accessory Presence | Background Complexity |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
 | 7b20841d4aaa4d627777fac807d626c8.jpg | 1280*2999 | strap dress | white and yellow | floral pattern | unobstructed | cotton | sleeveless | V-neck | long | none | simple background |
 | d9e0e42fcca49245cd11a49d3bab1b49.jpg | 1224*1632 | long dress | pink mix | small floral pattern | partially obstructed | cotton | sleeveless | V-neck | long | no significant accessories | simple background |
 | 9595ebfff5395c1fa862e95e49a0a6d9.jpg | 1061*1884 | long dress | multicolor, mainly red and white | floral pattern | slightly obstructed | cotton | sleeveless | no collar or round neck | long | no noticeable accessories | simple background |
 | 3a4a05604225d17d2eb4cb342b6d0581.jpg | 1061*1884 | long dress | white background, red and blue patterns | floral pattern | partially obstructed | cotton fabric | sleeveless | round neck | long | bracelet | simple background |
 | dc7e9a8fc7faec5f504a4bc059952818.jpg | 1224*1632 | strap dress | light colors, mainly yellow and green | print pattern | slightly obstructed | unknown | sleeveless | V-neck | long | ring | simple background |
 | 6397a756fc4d98afe2753d2a4f6d19e0.jpg | 1280*2999 | vest skirt | red, pink, blue, white | floral pattern | uncovered | cotton fabric | sleeveless | V-neck | long | none | simple background |
 | 3e03bea1351b583df6c05429a9b47187.jpg | 1061*1884 | long dress | mostly white with red and blue floral prints | floral pattern | slight occlusion | probably lightweight cotton | sleeveless | sweetheart neckline | full length | no accessories worn | simple background |
 | 8d516fa38e3027c0736a12db2a8380fa.jpg | 1280*2972 | suspenders dress | pink | floral pattern | uncovered | not specified | sleeveless | V-neck | medium-length | none | simple background |
 | e12bd4de2bdaf0292ace8c78e14bcf43.jpg | 1224*1484 | long skirt | white with yellow and green floral pattern | floral pattern | partially occluded | unknown | sleeveless | round neck | long | with ring | simple background |
 | 0faf6c7d3d8126f3d9fdbea506f6205f.jpg | 1212*1267 | sleeveless dress | pink and black | floral pattern | slight occlusion | unknown | sleeveless | sweetheart neckline | medium-length | no obvious accessories | complex background |
Data Structure
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| quality | string | Resolution |
| dress_type | string | The style type of the dress, such as A-line, pencil skirt, etc. |
| color | string | The color of the dress. |
| pattern_type | string | Whether the dress has patterns such as stripes, checks, etc. |
| occlusion_level | string | The degree of occlusion of the dress in the image, such as slight occlusion, partial occlusion, severe occlusion, etc. |
| fabric_type | string | The type of fabric used for the dress, such as cotton, silk, denim, etc. |
| sleeve_length | string | The sleeve length of the dress, such as sleeveless, short-sleeve, long-sleeve, etc. |
| neckline_type | string | The neckline design of the dress, such as V-neck, round neck, etc. |
| dress_length | string | The length of the dress, such as mini, midi, long. |
| accessories_present | boolean | Whether there are any related accessories present in the image, such as belts, necklaces, etc. |
| background_complexity | string | The complexity of the image background, such as simple background, complex background, etc. |
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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