Oat Milk Product Occlusion Image Dataset

#object detection #image segmentation #product recognition #image classification #inventory management
  • 5000 records
  • 1.5G
  • JPG/PNG/JSON
  • CATL
  • MOBIUSI INCMOBIUSI INC
Updated:2026-04-20

AI Analysis & Value Prop

The retail e-commerce industry is facing challenges in accurately identifying products in images where brand logos or packaging may be occluded. Existing solutions often struggle with the variability in occlusion types and the impact they have on image recognition accuracy. This dataset aims to address these specific challenges by providing a comprehensive collection of occluded product images featuring brands like Oatly, Silk, and Alpro. The data is collected using high-resolution cameras in controlled environments, ensuring optimal lighting and clarity. Quality control measures involve multiple rounds of annotations, consistency checks among annotators, and expert reviews to ensure high accuracy. The dataset is stored in JPEG format, organized by brand and occlusion type for easy access and analysis.

Dataset Insights

Sample Examples

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Technical Specifications

FieldTypeDescription
file_namestringFile name
qualitystringResolution
object_countintThe number of identifiable target objects in the image.
object_typestringThe type of goods identified in the image, such as oat milk packaging, bottle caps, etc.
occlusion_levelstringThe degree to which various objects in the image are occluded, for example: no occlusion, partial occlusion, full occlusion.
object_positionstringThe position coordinates of the target within the image, such as a rectangle defined by (x, y, width, height).
background_complexitystringThe complexity of the image background, for example: simple, complex.
light_conditionstringThe lighting conditions at the time the image was taken, such as: bright, dim.
image_claritystringThe clarity of the image, for example: clear, blurry.
contrast_levelstringThe contrast level of the image, for example: high contrast, medium contrast, low contrast.

Compliance Statement

Authorization TypeProprietary - Commercial AI Training License (No Redistribution)
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

Frequently Asked Questions

What is the purpose of the Oat Milk Product Occlusion Recognition Image Dataset?
The Oat Milk Product Occlusion Recognition Image Dataset aims to enhance the accuracy of product recognition systems in occluded situations.
Which industries would use the Oat Milk Product Occlusion Recognition Image Dataset?
The retail industry would use the Oat Milk Product Occlusion Recognition Image Dataset.
How does the Oat Milk Product Recognition System handle occlusion issues?
The system uses the Oat Milk Product Occlusion Recognition Image Dataset to more accurately recognize products in occluded situations.
What type of dataset is the Oat Milk Product Occlusion Recognition Image Dataset?
The Oat Milk Product Occlusion Recognition Image Dataset is an Object Detection dataset.
Does the Oat Milk Product Occlusion Recognition Image Dataset contain any other types of data?
No, the Oat Milk Product Occlusion Recognition Image Dataset only contains image data.

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Cite this Work

@dataset{Mobiusi2025,
  title={Oat Milk Product Occlusion Image Dataset},
  author={MOBIUSI INC},
  year={2025},
  url={https://www.mobiusi.com/datasets/517c936aa545f9d37c02bded1e704284},
  urldate={2025-08-28},
  keywords={oat milk dataset,product occlusion images,image recognition dataset,retail e-commerce dataset},
  version={1.0}
}

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