Integrating synthetic data validation and quality benchmarks into a continuous integration/continuous delivery (CI/CD) data-generation pipeline

Eric Fiterman; Kenneth Brown; Daniel Mallia; Justin Tornetta

doi:10.1117/12.3014548

7 June 2024 Integrating synthetic data validation and quality benchmarks into a continuous integration/continuous delivery (CI/CD) data-generation pipeline

Eric Fiterman, Kenneth Brown, Daniel Mallia, Justin Tornetta

Author Affiliations +

Proceedings Volume 13043, Anomaly Detection and Imaging with X-Rays (ADIX) IX; 130430C (2024) https://doi.org/10.1117/12.3014548
Event: SPIE Defense + Commercial Sensing, 2024, National Harbor, Maryland, United States

Abstract

Measuring and validating the quality, visual fidelity, and performance of synthetic image data is an advanced and evolving subject. This study will present an overview of various methods and approaches for measuring the visual quality and fidelity of synthetic image data. Cignal will present an overview of approaches, including established industry standards, such as ASTM E1695 and ANSI N42.45, statistical methods, and neural-network based approaches. Lastly, Cignal will discuss how these approaches may be integrated into a Continuous Integration/ Continuous Delivery (CI/CD) data generation pipeline to monitor and improve data quality and predicted performance for Artificial Intelligence/Machine Learning (AI/ML) use cases.

Conference Presentation

(2024) Published by SPIE. Downloading of the abstract is permitted for personal use only.

Citation Download Citation

Eric Fiterman, Kenneth Brown, Daniel Mallia, and Justin Tornetta "Integrating synthetic data validation and quality benchmarks into a continuous integration/continuous delivery (CI/CD) data-generation pipeline", Proc. SPIE 13043, Anomaly Detection and Imaging with X-Rays (ADIX) IX, 130430C (7 June 2024); https://doi.org/10.1117/12.3014548

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available