We propose a flexible framework that can be used to explore large-scale image datasets and summarize photo albums. Our proposed method first groups images based on their semantic content, and then selects the most diverse and aesthetically pleasing images to represent each category. To ensure the selection of high-quality images, we use features extracted from a Convolutional Neural Network to assess their diversity and perceptual properties. The effectiveness of our method is tested using benchmarking datasets and a qualitative study.

Leonardi, M., Napoletano, P., Rozza, A., Schettini, R. (2024). A General Purpose Method for Image Collection Summarization and Exploration. In Image Analysis and Processing - ICIAP 2023 Workshops Udine, Italy, September 11–15, 2023, Proceedings, Part I (pp.74-85). Springer Science and Business Media Deutschland GmbH [10.1007/978-3-031-51023-6_7].

A General Purpose Method for Image Collection Summarization and Exploration

Leonardi M.
;
Napoletano P.;Schettini R.
2024

Abstract

We propose a flexible framework that can be used to explore large-scale image datasets and summarize photo albums. Our proposed method first groups images based on their semantic content, and then selects the most diverse and aesthetically pleasing images to represent each category. To ensure the selection of high-quality images, we use features extracted from a Convolutional Neural Network to assess their diversity and perceptual properties. The effectiveness of our method is tested using benchmarking datasets and a qualitative study.
paper
Aesthetics; CNN; Quality; Summarization;
English
Proceedings of the 22nd International Conference on Image Analysis and Processing, ICIAP 2023
2023
Image Analysis and Processing - ICIAP 2023 Workshops Udine, Italy, September 11–15, 2023, Proceedings, Part I
9783031510229
24-gen-2024
2024
14365 LNCS
74
85
reserved
Leonardi, M., Napoletano, P., Rozza, A., Schettini, R. (2024). A General Purpose Method for Image Collection Summarization and Exploration. In Image Analysis and Processing - ICIAP 2023 Workshops Udine, Italy, September 11–15, 2023, Proceedings, Part I (pp.74-85). Springer Science and Business Media Deutschland GmbH [10.1007/978-3-031-51023-6_7].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10281/467583
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