Published June 6, 2025 | Version Author

Comparative Analysis of 2D and 3D Visual Inspection Techniques for Precision Quality Assessment in Coffee Capsules

  • 1. Instituto Tecnológico de Informática
  • 2. Video Systems Srl
  • 3. nstituto Tecnológico de Informática
  • 4. ROR icon Universitat Politècnica de València

Description

This paper explores the integration of Artificial Intelligence (AI) in Non-Destructive Inspection (NDI) systems, focusing on the context of the Horizon Europe project Zero Defects Zero Waste (ZDZW). The study conducts a thorough comparison between 2D and 3D computer vision techniques to evaluate their effectiveness in enhancing the quality analysis of coffee capsules. Through practical insights gained from the ZDZW project, this work aims to illuminate the strengths and trade-offs associated with each technique, providing valuable guidance for the design and implementation of AI-based solutions in NDI systems.

Files

CEUR I-ESA 2024 - Comparative Analysis of 2D and 3D.pdf

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Additional details

Funding

European Commission
ZDZW - Non-Destructive Inspection Services for Digitally Enhanced Zero Waste Manufacturing 101057404