Home/Retail/Serum/Ampoule Image Classification Dataset

Serum/Ampoule Image Classification Dataset

V1.0
Latest Update:
2025-10-13
Samples:
5000 records
File Size:
1.2G
Format:
JPG/PNG/JSON
Data Domain:
Image
Holder:
MOBIUSI INCMOBIUSI INC
Industry Scope:
product recognition | online shopping | automated classification
Applications:
image classification | object detection | deep learning

Brief Introduction

In the retail e-commerce industry, there are numerous types of skincare products like serums and ampoules, making it challenging for consumers to make quick choices when faced with a wide selection. Although current image recognition technology has advanced, it still faces problems of insufficient accuracy and low classification efficiency. This dataset aims to provide high-quality image data to help train more accurate image classification models, meeting the business needs of e-commerce platforms for automated recommendation and classification. The dataset includes 5000 high-quality images of serums and ampoules, collected from multiple e-commerce platforms to ensure a diverse range of products. The data collection process uses high-resolution cameras under standardized lighting conditions to ensure the clarity and consistency of the images. In terms of quality control, multiple rounds of annotation are implemented, and verification by a professional review team is conducted to improve annotation accuracy. Data is stored in JPG format, organized into a standardized folder structure for ease of subsequent use.

Sample Examples

ImageFile NameResolutionProduct BrandProduct TypeProduct ColorProduct VolumeLabel PositionPackaging MaterialCap TypeBackground ClarityProduct OrientationProduct Density
1aea7cf53142bb74d84ca4eb394a487a.png1033*1280unoMoisturizerWhite160mLFrontPlasticPumpClearSideMedium
6d0c1c8b71dd8b8fa7062c8640dc7bac.png982*1280Gu YuSerumTransparentUnidentifiedMiddle of the bottleGlassWooden screw capClearFrontMedium
c82eb0a99679b559d26c6bbd30a28705.png989*1280UnknownToner, LotionTransparent, WhiteUnknownFront of the bottlePlasticScrew capClearFrontMedium
2e8fc36e3fae0125f6bf6e9cfc82696d.png1033*1280ZhibenLotionWhiteUnidentifiedLower middle of frontPlasticScrew capBlurryFrontHigh
be4dd002caf77209e66c0a0f9a66fcb0.png1039*1280DomeiLotionWhiteNot specifiedFrontPlasticScrew capBlurryFrontMedium

Data Structure

FieldTypeDescription
file_namestringFile name
qualitystringResolution
product_brandstringThe brand name of the essence or ampoule identified in the image.
product_typestringThe type of product identified, such as essence or ampoule.
product_colorstringThe main color of the product in the image.
product_volumestringThe identified volume information of the product, such as 30ml.
label_positionstringThe position of the product's label within the image.
packaging_materialstringThe primary material of the product packaging, such as glass or plastic.
cap_typestringThe identified type of cap, such as twist cap or pump.
background_claritystringThe clarity of the image's background, noted as clear or blurred.
product_orientationstringThe orientation of the product in the image, such as front or side view.
product_densitystringThe density or proportion occupied by the product in the image.

Compliance Statement

ItemContent
Authorization TypeCC-BY-NC-SA 4.0 (Attribution–NonCommercial–ShareAlike)
Commercial UseRequires exclusive subscription or authorization contract (monthly or per-invocation charging)
Privacy and AnonymizationNo PII, no real company names, simulated scenarios follow industry standards
Compliance SystemCompliant with China’s Data Security Law / EU GDPR / supports enterprise data access logs

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