T-shirt 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: | image recognition | product detection | computer vision | ||
Applications: | object detection | image classification | ||
Brief Introduction
The T-shirt Occlusion Image Dataset addresses the challenges faced in the retail e-commerce industry, particularly in recognizing clothing items that are partially obstructed or affected by varying lighting conditions. Existing solutions often struggle with accurately identifying products in complex images where occlusion is a factor, leading to inefficiencies in automated product recognition systems. This dataset aims to provide a robust collection of images to train models that can effectively handle occlusions and improve product visibility in online shopping environments. Data collection was carried out using a high-resolution camera in diverse lighting scenarios with multiple subjects wearing various T-shirts. Quality control measures included multiple rounds of annotation, consistency checks among annotators, and expert reviews to ensure high accuracy. The images are stored in JPG format, organized by categories of occlusion and lighting conditions.
Sample Examples
| Image | File Name | Resolution | Image Brightness | Image Contrast | Image Sharpness | Degree Of Occlusion | Shadow Presence | Wrinkle Presence | T-Shirt Color | Background Clutter Degree | Lighting Conditions | Viewpoint | Image Saturation |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
 | 7ecbcaa57d5790ab0872b215aa75de06.jpg | 2080*961 | Suitable | Average | Clear | Partial occlusion | No significant shadow | No visible wrinkles | White | Moderate | Indoor light | Side | Normal |
 | b66824a0e95ee0dc2f5169bc6da3362b.jpg | 1224*1632 | Suitable | Higher | Clear | Low | Slight shadows | No visible wrinkles | Black | Low | Natural light | Overhead view | Suitable |
 | 653c7ab81f65b07fbacdc0df1f03e6b0.jpg | 2080*961 | Higher | Moderate | Suitable | Slight occlusion | Present | Noticeable wrinkles | White | Moderately cluttered | Indoor light | Side | Suitable |
 | 8bfb75697040dcda7a1f94b826aa6b45.jpg | 1224*1632 | Moderate | High | High | Low | Present | None | Black | Low | Indoor light | Side | Moderate |
 | 7836ab874a8e2f13166c4d6656ed49d1.jpg | 1224*1632 | Medium brightness | Low contrast | Clear | Partial occlusion | Shadows present | No visible wrinkles | Gray | Cluttered | Indoor light | Overhead view | Low saturation |
 | 8bcf3850d2d9b1472355d8443c36fe2e.jpg | 1632*1224 | Moderately bright overall | Good contrast | Good sharpness | No significant occlusion | No significant shadows | Some noticeable wrinkles | Dark blue | Simpler background | Indoor light | Front view | Normal color saturation |
 | 48b73fc8e8c9d5accdc5e4d0875a5760.jpg | 1224*1632 | Moderate | Moderate | Sharper | Low | Shadows present | Slight wrinkles | Dark blue | Low | Indoor light | Front | Lower |
 | 39224463c055238f8e4f476d0ca10708.jpg | 1186*1685 | Moderate | Moderate | Moderate | Less | Present | No visible wrinkles | Dark blue | Moderate | Indoor light | Back | Suitable |
 | aa094efc988b6106dd88064f49b75e7a.jpg | 1224*1632 | Darker | Moderate | Clear | Low | No visible shadow | Some wrinkles | Black | Moderate | Indoor light | Top view | Low saturation |
 | d94e6c228f15828b1303a52528ada067.jpg | 976*1200 | Moderate | Suitable | Clear | No occlusion | Light shadow present | No visible wrinkles | Gray | Low | Indoor light | Front | Moderate |
Data Structure
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| quality | string | Resolution |
| image_brightness | float | Used to assess the overall brightness level of an image. |
| image_contrast | float | Used to evaluate the contrast level of an image. |
| image_sharpness | float | Used to assess the clarity of an image. |
| occlusion_level | float | Describes the proportion of the T-shirt that is obscured in the image. |
| shadow_presence | boolean | Determines whether shadows are present in the image. |
| wrinkle_presence | boolean | Checks if there are noticeable wrinkles on the T-shirt. |
| tshirt_color | string | Indicates the main color of the T-shirt visible in the image. |
| background_clutter_level | float | Measures the level of clutter in the image's background. |
| lighting_condition | string | Refers to the lighting conditions during image capture (e.g., natural light, indoor light, etc.). |
| angle_of_view | string | Refers to the viewpoint from which the T-shirt image is captured (e.g., front, side, etc.). |
| image_saturation | float | Used to evaluate the saturation of colors in an image. |
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 |
Can't find the data you need?
Post a request and let data providers reach out to you.