Computational formalism : art history and machine learning
How the use of machine learning to analyze art images has revived formalism in art history, presenting a golden opportunity for art historians and computer scientists to learn from one another.Though formalism is an essential tool for art historians, much recent art history has focused on the social...
Uloženo v:
| Hlavní autor: | |
|---|---|
| Médium: | E-kniha Kniha |
| Jazyk: | angličtina |
| Vydáno: |
Cambridge
MIT Press
2023
The MIT Press |
| Vydání: | 1 |
| Edice: | Leonardo |
| Témata: | |
| ISBN: | 9780262545648, 0262545640, 0262374730, 9780262374736, 9780262374743, 0262374749 |
| On-line přístup: | Získat plný text |
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Obsah:
- Intro -- Series Page -- Title Page -- Copyright Page -- Dedication -- Table of Contents -- Series Foreword -- Acknowledgments -- Introduction: Return to Form -- Machine Learning and Computer Vision -- The New Science Wars -- Digital Art History -- Objectivity and Cultural Studies -- Art History and Objectivity -- Computational Formalism -- Questions of Style -- 1. The Shape of Data -- Digitization and Dataset Creation -- The Semantic Gap -- Artificial ArtHistorian -- Image Selection -- Image Categorization -- Stylistic Determinism -- Style Unsupervised -- Stylistic Devices -- 2. Deep Connoisseurship -- Cat, Dog, or Virgin Mary? -- Value, Fame, and the Artist's Hand -- Opening the Black Box -- The Business of Authenticity -- Next-Level Forgeries and Fakes -- An Artificial Artist? -- Poor Images -- 3. Conclusion: Man, Machine, Metaphor -- The Rise of the Humanities Lab -- Foreign Metaphors as Interdisciplinary Tool -- Appendix: Classification by Artistic Style, Publications in Computer Science, 2005-2021, Including the Development and Utilization of Fine Art Datasets -- Index
- Intro -- Contents -- Series Foreword -- Acknowledgments -- Introduction: Return to Form -- Machine Learning and Computer Vision -- The New Science Wars -- Digital Art History -- Objectivity and Cultural Studies -- Art History and Objectivity -- Computational Formalism -- Questions of Style -- 1. The Shape of Data -- Digitization and Dataset Creation -- The Semantic Gap -- Artificial ArtHistorian -- Image Selection -- Image Categorization -- Stylistic Determinism -- Style Unsupervised -- Stylistic Devices -- 2. Deep Connoisseurship -- Cat, Dog, or Virgin Mary? -- Value, Fame, and the Artist's Hand -- Opening the Black Box -- The Business of Authenticity -- Next-Level Forgeries and Fakes -- An Artificial Artist? -- Poor Images -- 3. Conclusion: Man, Machine, Metaphor -- The Rise of the Humanities Lab -- Foreign Metaphors as Interdisciplinary Tool -- Appendix: Classification by Artistic Style, Publications in Computer Science, 2005-2021, Including the Development and Utilization of Fine Art Datasets -- Notes -- Introduction -- Chapter 1 -- Chapter 2 -- Chapter 3 -- Appendix -- Index