Children's Dress Image Classification Dataset
#Image Classification #Object Detection #Product Recognition #Market Analysis #User Recommendations
- 15000 records
- 2.8G
- JPG/PNG/JSON
- CATL
MOBIUSI INC
Updated:2026-04-16
AI Analysis & Value Prop
The current retail e-commerce industry faces challenges such as a wide variety of products and consumer difficulty in choosing, especially in the field of children's clothing, where the accuracy of product recognition and classification directly affects sales and user experience. Existing solutions often rely on manual annotation, which is inefficient and prone to error. This dataset aims to address the need for automatic recognition and classification by providing high-quality images of children's dresses. The dataset is collected from various e-commerce platforms using web crawling technology, ensuring sample diversity. Data quality control is conducted through multiple rounds of annotation, consistency checks, and expert review to ensure accuracy and consistency of the annotations. Data is stored in JPG format and organized in a folder structure for easy subsequent reading and processing.
Dataset Insights
Sample Examples
a8dfd872**.png|1027*1280|1.29 MB
7f3b25cd**.png|966*1280|1.06 MB
f3d94a4a**.png|935*1280|1.20 MB
76a35390**.png|944*1280|1.18 MB
d494df56**.png|999*1280|775.02 KB
Technical Specifications
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| quality | string | Resolution |
| color | string | The primary color of the children's dress in the image. |
| pattern | string | The type of pattern shown on the children's dress, such as stripes or prints. |
| sleeve_length | string | The length of the sleeves on the children's dress, such as short sleeves, long sleeves, or sleeveless. |
| dress_length | string | The length of the children's dress, such as mini, knee-length, or maxi. |
| style | string | The design style of the children's dress, such as casual, formal, or party style. |
| material | string | The primary material of the children's dress, such as cotton or polyester. |
| embellishments | string | The embellishment details on the children's dress, such as lace, buttons, or bows. |
Compliance Statement
| Authorization Type | Proprietary - Commercial AI Training License (No Redistribution) |
| 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 |
Frequently Asked Questions
- What are the potential applications of the Children's Dresses Image Classification Dataset?
- This dataset can be used for product recognition and classification on e-commerce platforms, inventory management, virtual fitting rooms, and other applications.
- How does this dataset help improve efficiency in the retail industry?
- By automating the classification and management of product images, this dataset helps retailers rapidly identify and organize products, enhancing business operation efficiency.
- Is the Children's Dresses Image Classification Dataset suitable for machine learning beginners?
- Yes, the dataset contains labeled and diverse image data, making it an ideal practice project for machine learning beginners.
- What should be considered when using this dataset for image classification?
- When using the dataset, attention should be paid to its balance and quality, ensuring diversity in the sample set and appropriate image resolution to improve model accuracy.
- What types of children's dress images are included in the dataset?
- The dataset includes images of children's dresses with various styles and colors for use in training classification models.
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Verified for Enterprise UseCite this Work
@dataset{Mobiusi2025,
title={Children's Dress Image Classification Dataset},
author={MOBIUSI INC},
year={2025},
url={https://www.mobiusi.com/datasets/5ab96492c574fed751012cc772275abe},
urldate={2025-09-15},
keywords={Children's Dresses, Image Classification Dataset, Retail E-commerce, Product Recognition},
version={1.0}
}Using this in research? Please cite us.
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