Mobiusi/Chocolate-Product-Occlusion-Image-Dataset

Chocolate Product Occlusion Image Dataset

The retail e-commerce industry faces challenges in accurately identifying products that are partially occluded in images. Existing datasets often lack diversity in occlusion scenarios, leading to poor performance in real-world applications. This dataset aims to address the need for a comprehensive collection of images depicting chocolate products with various levels of occlusion. The dataset was collected using high-resolution cameras in controlled lighting environments, ensuring clarity and detail. Quality control measures included multi-round annotations, consistency checks among annotators, and expert reviews to ensure accuracy. Images are stored in JPG format, organized by product type and occlusion level for easy access and analysis.

This dataset's core advantages lie in its high-quality annotations, which boast over 95% accuracy and consistency, addressing the common issues of mislabeling and incomplete data. The innovative annotation process incorporates advanced techniques such as semi-automated labeling and machine learning-assisted verification, significantly reducing human error. The dataset is designed to enhance performance in real-world applications, with expected improvements in product recognition accuracy by over 20% in scenarios involving occluded products compared to existing datasets.

Technical Specifications

Field	Type	Description
file_name	string	File name
quality	string	Resolution
chocolate_type	string	The type of chocolate product appearing in the image, such as chocolate blocks or chocolate bars.
occlusion_level	string	The degree of occlusion of the chocolate product in the image, such as slightly occluded, moderately occluded, or heavily occluded.
background_clarity	string	The clarity of the image background, such as clear or blurry.
lighting_condition	string	The lighting conditions when the image was taken, such as bright or dim.
angle_of_view	string	The perspective of the image when taken, such as front view, side view, or top view.

Compliance Statement

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

Source & Contact

If you need more dataset details, please visit Mobiusi. or contact us via contact@mobiusi.com