Maternity Wear Image Classification Dataset
#Image classification #deep learning #computer vision #Product recognition #image classification #e-commerce application
- 5000 records
- 1.2G
- JPG/PNG/JSON
- CATL
MOBIUSI INC
Updated:2026-04-18
AI Analysis & Value Prop
With the rapid development of the e-commerce industry, the demand for maternity wear is gradually increasing. However, current image classification technology still faces challenges in accuracy and data scarcity when identifying different styles of maternity wear. Most existing solutions rely on manual labeling, which is inefficient and prone to errors. This dataset aims to improve the accuracy of automated classification by providing high-quality images of maternity wear products to meet the growing needs of e-commerce platforms. Data collection uses professional cameras under standardized environments to ensure image clarity and consistency. Additionally, the data undergoes multiple rounds of labeling and expert review to ensure consistency and accuracy in labeling, and is ultimately stored in JPG format. The dataset's organizational structure is clear, facilitating subsequent model training and application.
Dataset Insights
Sample Examples
2334c629**.png|954*1280|996.31 KB
d1769bb3**.png|1448*1280|1.05 MB
4dea57eb**.png|937*1280|918.97 KB
4db421e4**.png|984*1280|957.68 KB
cbb92f35**.png|640*1280|526.30 KB
Technical Specifications
| Field | Type | Description |
|---|---|---|
| file_name | string | File name |
| quality | string | Resolution |
| category | string | The category of maternity wear in the image, such as dresses, tops, pants, etc. |
| color_palette | string | The main color palette in the image, such as warm tones, cool tones, neutral tones, etc. |
| pattern | string | The pattern style of the maternity wear in the image, such as solid color, stripes, floral, etc. |
| style | string | The style of maternity wear in the image, such as casual, formal, casual chic, etc. |
| season | string | The season suitable for wearing the maternity wear, such as spring, summer, autumn, winter. |
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 categories are included in the maternity wear image classification dataset?
- The maternity wear image classification dataset typically includes categories like dresses, tops, and pants.
- What are the application scenarios for the maternity wear image classification dataset?
- The dataset can be used in e-commerce websites for automated product classification, helping customers find the products they need more easily.
- How to improve the accuracy of image classification algorithms for maternity wear?
- Increasing the diversity of the dataset and using pre-trained models can improve the accuracy of image classification algorithms.
- How can the retail industry use the maternity wear image classification dataset to improve operational efficiency?
- The retail industry can use the dataset for inventory management and market analysis to improve operational efficiency.
- What machine learning algorithms are commonly used in maternity wear image classification tasks?
- Commonly used machine learning algorithms include Convolutional Neural Networks (CNN) and transfer learning.
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Verified for Enterprise UseCite this Work
@dataset{Mobiusi2025,
title={Maternity Wear Image Classification Dataset},
author={MOBIUSI INC},
year={2025},
url={https://www.mobiusi.com/datasets/c821f159281acbd72008a3dcfa418e78?dataset_scene_id=9},
urldate={2025-09-15},
keywords={maternity wear dataset, image classification, e-commerce image recognition, deep learning dataset},
version={1.0}
}Using this in research? Please cite us.
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