Milk Powder Baby Products Occluded Image Dataset
V1.0Latest Update: | 2026-01-14 | Samples: | 15000 records |
Samples: | 15000 records | ||
File Size: | 3.6G | Format: | JPG/PNG/JSON |
Format: | JPG/PNG/JSON | ||
Data Domain: | Image | Holder: |  MOBIUSI INC |
Holder: | MOBIUSI INC | ||
Industry Scope: | object recognition | image classification | retail analysis | ||
Applications: | image segmentation | object detection | ||
Brief Introduction
The retail e-commerce sector is currently facing challenges with effective product recognition due to occlusion in images, which can significantly hinder the customer experience. Existing solutions often rely on non-occluded images, limiting their effectiveness in real-world scenarios. This dataset aims to address the specific technical problem of identifying and classifying occluded baby product images, fulfilling the business need for enhanced image recognition capabilities in e-commerce. The dataset comprises images collected from various retail environments using high-resolution cameras, ensuring diverse occlusion scenarios. Quality control measures include multiple rounds of annotation, consistency checks among annotators, and expert reviews to ensure high accuracy. Data is stored in JPG format, organized into folders by category, and includes metadata files for easy access and processing.
Sample Examples
| Image | File Name | Resolution | Image Brightness | Image Contrast | Number Of Targets | Degree Of Occlusion | Dominant Color | Sharpness | Noise Level | View Angle | Background Complexity | Depth Of Field |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
 | 0567cff993c26043b407080f85c7a664.jpg | 1224*1632 | Moderate | Low | 1 | 0.3 | Brown | Medium | Low | Top-view angle | Simple | Shallow |
 | 44f05b0a200c9f69c93aa866db81933a.jpg | 1137*1384 | medium | medium | 1 | 0.1 | white | high | low | 45 degrees | low | shallow depth of field |
 | 2f04f78b95cc6059622081e1c982207b.jpg | 1224*1632 | medium | normal | 1 | 0 | original wood color | clear | low | oblique upward view | medium | shallow |
 | 82304cb34c4fe893be8efeebd173e2cc.jpg | 1224*1632 | medium brightness | moderate | 3 | 0.2 | brown | good | low | approximately 45 degrees | simple | shallow |
 | cb0c2f18f59aaca60d14ed2f054aab20.jpg | 1227*1629 | medium | medium | 1 | 0 | blue | high | low | frontal view | simple | shallow |
 | 7b32dae6c8d61f15db794737646890df.jpg | 1224*1632 | medium | moderate | 4 | 0.1 | wood color | higher | low | standard view | simple | overall clear |
 | 51f4c9780a3d6dee6ec5aafff40c3d97.jpg | 1224*1632 | medium | moderate | 1 | 0.1 | brown | higher | low | approximately 45 degrees | low | good |
 | 5e904d2ac6ac80a9022982266b415a58.jpg | 1224*1632 | medium | high | 1 | 0 | white | high | low | medium narrow side | medium | shallow depth of field |
 | aaf9bb483683e4d91b58d5ec2ddf7c27.jpg | 1224*1632 | moderate | moderate | 1 | 0 | gray | high | low | slightly tilted | medium | shallow depth of field |
 | c0a403a2a817535a3b71d42b6262756f.jpg | 1337*1495 | medium | high | 1 | 0 | white | high | low | narrow | simple | shallow |
Data Structure
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| quality | string | Resolution |
| image_brightness | float | The overall brightness value of the image, used to determine the lighting conditions of the image. |
| image_contrast | float | The contrast value of the image reflects the difference between light and dark. |
| number_of_objects | int | The number of specific commodity targets detected in the image. |
| occlusion_level | float | The extent to which products are blocked in the image, ranging from 0 to 1. |
| dominant_color | string | The dominant color in the image. |
| sharpness | float | The sharpness measurement of the image. |
| noise_level | float | The noise level in the image, indicating the quality of the image. |
| angle_of_view | int | The horizontal viewing angle of the camera when capturing the image. |
| background_complexity | int | The complexity of the background in the image, affecting the difficulty of target recognition. |
| focus_depth | float | The depth of field range of the image, affecting the clear display of the product. |
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.