Data Storage and Management for Image AI Pipelines

Image AI is essential for various applications, such as self-driving cars, medical imaging, and smart farming. Data management is key for efficient image AI, from how to store images to how to manage data while processing the images. This tutorial overviews the emerging area of image AI pipelines by combining approaches from various cross-disciplinary areas such as data management, digital signal processing, computer vision, and machine learning. We specifically focus on image storage and data management.

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Published
2025-06-17
DOI
https://doi.org/10.1145/3722212.3725640
Primary Topic
Advanced Neural Network Applications
Type
article
Field-Weighted Citation Impact
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article

Data Storage and Management for Image AI Pipelines

Stratos Idreos, Utku Şirin
Advanced Neural Network Applications
article

Data Storage and Management for Image AI Pipelines

Stratos Idreos, Utku Şirin
article en

Abstract

Image AI is essential for various applications, such as self-driving cars, medical imaging, and smart farming. Data management is key for efficient image AI, from how to store images to how to manage data while processing the images. This tutorial overviews the emerging area of image AI pipelines by combining approaches from various cross-disciplinary areas such as data management, digital signal processing, computer vision, and machine learning. We specifically focus on image storage and data management.

Harvard University (US)
Openalex Percentile: Top 88%
Advanced Neural Network Applications
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Data Storage and Management for Image AI Pipelines — Stratos Idreos, Utku Şirin · (2025) | TGRS Research Map | TGRS