簡易檢索 / 詳目顯示

研究生: 吳柏瑤
Wu, Po-Yao
論文名稱: 速度下的克隆體:人工智慧生成影像的美學研究
The Clones under Speed: Aesthetic Research on A.I. Generated Images
指導教授: 邱誌勇
Chiu, Chih­-Yung
陶亞倫
Tao, Ya-­Lun
口試委員: 林欣怡
Lin, Hsin-I
蔡遵弘
Tsai, Tsun-Hung
學位類別: 碩士
Master
系所名稱: 教務處 - 跨院國際碩士學位學程
International Intercollegiate Master Program
論文出版年: 2021
畢業學年度: 109
語文別: 中文
論文頁數: 85
中文關鍵詞: 速度共感狂熱科技創傷克隆體監控資本主義
外文關鍵詞: Speed, Community Fanaticism, Technological Trauma, The Clones, Surveillance Capitalism
相關次數: 點閱:3下載:0
分享至:
查詢本校圖書館目錄 查詢臺灣博碩士論文知識加值系統 勘誤回報
  • 當全人類迎接第五代移動通訊技術,外加摩爾定律後半場的硬體革新沒有減速的跡象,其科技進展不僅壓縮了時間與空間單位,更應證了保羅‧維希留(PaulVirilio)所預言的超速世界——「二十世紀最終不過是十九世紀諸重大災難的無限擴張與加速」。網際網路與物聯網帶動資料庫資料量以指數擴張,加乘了巨量演算法運算,我們正生存在持續運算與耗能的加速社會之中。「即時」已成為當代的現實:即時運算、即時預測、即時監控,無不是高速中央處理器與獨立顯示卡的計算與燃燒的電能所生之產物,當代人類無不處於「共感狂熱」與「科技創傷」的洪流之中。

    2014年,IanGoodfellow等學者發表了論文《GenerativeAdversarialNets》,宣告了「生成對抗網絡」的誕生。透過參數的輸入,模型能在短時間內生成出無限有機且令人驚艷、造型千變萬化的影像。當影像的生成進入了控制論第三波的自我組織階段,人類在此已不再是「影像本身」的生產者,而是「影像製造機器」的訓練者。本論文將探討在如今科技速度霸權之下,影像試圖透過大數據被窮舉產生時,我們該以何種美學的角度視之?筆者以「克隆體」的名詞重新描述人工智慧生成影像,探討其是如何生成、如何演化且如何影響影像本質、觀者以及創作者。希冀能從美學語境之下重新探討人工智慧生成影像的意義與價值,最後透過作品實踐以回應此加速的科技與社會。


    When the entire humankind welcomes the 5G mobile communication technology, the hardware innovation shows no signs of slowing down. The technological progress not only compresses time and space but also proves what Paul Virilio said about the speeding world. The Internet and the IoT drive the exponential expansion of database data, multiplied by a massive amount of algorithmic calculations, and we are living in an accelerating society of continuous computing and energy consumption. "Real-time" has become a contemporary reality. Contemporary human beings are all in the torrent of "community fanaticism" and "technological trauma" because of surveillance capitalism.

    In 2014, Goodfellow invented the model, GAN, which can generate infinitely organic and stunning, ever-changing images quickly. When the generation of images has entered the third wave of cybernetic-"self-organization," human beings are no longer the "producers" of images, but the "trainers" of "image manufacturing machines." The author uses the term "the clones" to re-discuss the process, meaning, and the value of A.I. generated images from the aesthetic perspective. Finally, the author responds to this accelerated technology and society through artwork.

    摘要 ii Abstract iii 誌謝 iv 第一章 緒論 1 1.1研究動機. . . . . . . . . . . . .1 1.2問題意識. . . . . . . . . . . . .3 第二章 速度下的後人類 4 2.1後人類與速度霸權. . . . . . . . . . . . .4 2.2超速精神:共感狂熱. . . . . . . . . . . . .5 2.2.1外在驅力. . . . . . . . . . . . .6 2.2.2內在驅力. . . . . . . . . . . . .7 2.2.3啟蒙至反啟蒙. . . . . . . . . . . . .8 2.3速度過載:科技創傷. . . . . . . . . . . . .9 2.3.1創傷源出於使用者自身. . . . . . . . . . . . .11 2.3.2創傷源出於科技連結介面. . . . . . . . . . . . .13 2.3.3大他者:監控資本主義. . . . . . . . . . . . .15 2.4小結. . . . . . . . . . . . .17 第三章 克隆體 19 3.1克隆體的形成. . . . . . . . . . . . .20 3.1.1輸入材料:數據召喚的集體意識. . . . . . . . . . . . .21 3.1.2演算模型:人類敘事到機器敘事. . . . . . . . . . . . .25 3.1.3影像輸出:非時間敘事有機影像. . . . . . . . . . . . .28 3.2克隆體的演化. . . . . . . . . . . . .32 3.2.1弱影像到強影像. . . . . . . . . . . . .35 3.2.2去中心到再中心. . . . . . . . . . . . .38 3.2.3速度與演算暴力. . . . . . . . . . . . .42 3.3創作視角:何以回應克隆體. . . . . . . . . . . . .47 3.4小結. . . . . . . . . . . . .49 第四章 歷經速度:創作紀錄 50 4.1演算驅動的數位影像. . . . . . . . . . . . .51 4.1.1《逝訊》. . . . . . . . . . . . .51 4.1.2《境像》. . . . . . . . . . . . .56 4.1.3《致日記》. . . . . . . . . . . . .58 4.2克隆體影像. . . . . . . . . . . . .60 4.2.1《慾感:弱影遐想》. . . . . . . . . . . . .61 4.2.2《幻境:台北托邦》. . . . . . . . . . . . .64 4.3小結. . . . . . . . . . . . .67 第五章 書寫作為自我療癒 68 第六章 結語 71 附錄 72 .1《克隆情人》. . . . . . . . . . . . .72 .2《關係測試:唾液與材質實驗》. . . . . . . . . . . . .73 .3《物理攻擊:以服飾為例》. . . . . . . . . . . . .77 .3.1緒論. . . . . . . . . . . . .77 .3.2方法和演算法介紹. . . . . . . . . . . . .78 .3.3實驗與結果. . . . . . . . . . . . .79 .3.4改進方向與未來後續研究. . . . . . . . . . . . .80 .3.5討論與結語. . . . . . . . . . . . .80 .3.5.1避免引起懷疑. . . . . . . . . . . . .80 .3.5.2攻擊抑或防禦. . . . . . . . . . . . .80 參考文獻 82

    [Alter, 2017]Alter, A. (2017).Irresistible: The rise of addictive technology and the business of keeping us hooked. Penguin.

    [Ascott, 1990]Ascott, R. (1990). Is there love in the telematic embrace?Art Journal,49(3):241–247.

    [Ascott, 2006]Ascott, R. (2006). Technoetic pathways toward the spiritual in art:A transdisciplinary perspective on connectedness, coherence and consciousness.Leonardo, 39(1):65–69.

    [Benedikt, 1991]Benedikt, M. (1991).Cyberspace: first steps. Mit Press.

    [Benjamin, 2008]Benjamin, W. (2008).The work of art in the age of mechanical re­production. Penguin UK.

    [Brownlee, 2020]Brownlee, J. (2020). How to explore the gan latent space when gen­erating faces.https://machinelearningmastery.com/how-to-interpolate-and-perform-vector-arithmetic-with-faces-using-a-generative-adversarial-network/Accessed October 30, 2020.

    [Brundage et al., 2018]Brundage, M., Avin, S., Clark, J., Toner, H., Eckersley, P.,Garfinkel, B., Dafoe, A., Scharre, P., Zeitzoff, T., Filar, B., et al. (2018). The ma­licious use of artificial intelligence: Forecasting, prevention, and mitigation. arXivpreprint arXiv:1802.07228.

    [Chan et al., 2019]Chan, C., Ginosar, S., Zhou, T., and Efros, A. A. (2019). Every­body dance now. InProceedings of the IEEE International Conference on Computer Vision, pages 5933–5942.

    [Chen et al., 2018]Chen, S.­T., Cornelius, C., Martin, J., and Chau, D. H. P. (2018).Shapeshifter: Robust physical adversarial attack on faster r­-cnn object detector. In Joint European Conference on Machine Learning and Knowledge Discovery in Databases, pages 52–68. Springer.

    [Fernades, 2015]Fernades, M. (2015). The body without memory: an interview with stelarc. CTheory, pages 11–13.

    [Gregg, 2008]Gregg, B. (2008). The divine matrix: Bridging time, space, miracles,and belief.M.: LLC Sofia.

    [Harari, 2014]Harari, Y. N. (2014).Sapiens: A brief history of humankind. Random House.

    [Hayles, 2008]Hayles, N. K. (2008).How we became posthuman: Virtual bodies in cybernetics, literature, and informatics. University of Chicago Press.

    [Jurgenson, 2014]Jurgenson, N. (2014). View from nowhere.The New Inquiry, 9.

    [Kardaras, 2016]Kardaras, N. (2016).Glow kids: How screen addiction is hijacking our kids­and how to break the trance. St. Martin’s Press.

    [Kelly, 2014]Kelly, K. (2014). The technium. Kevin Kelly’s blog,[BlogPost]RetrievedAug, 18.

    [McLuhan and MCLUHAN, 1994]McLuhan, M. and MCLUHAN, M. A. (1994).Understanding media: The extensions of man. MIT press.

    [Mitchell, 2015]Mitchell, W. J. T. (2015).Image science: iconology, visual culture, and media aesthetics. University of Chicago Press.

    [Pieters and Wiering, 2018]Pieters, M. and Wiering, M. (2018). Comparing generative adversarial network techniques for image creation and modification.arXiv preprint arXiv:1803.09093

    [Prensky, 2001]Prensky, M. (2001). Digital natives, digital immigrants part 2: Do they really think differently?On the horizon.

    [Radford et al., 2015]Radford, A., Metz, L., and Chintala, S. (2015). Unsupervised representation learning with deep convolutional generative adversarial networks. arXiv preprint arXiv:1511.06434.

    [Ridley, 2015]Ridley, M. (2015).The Evolution of Everything: How Small Changes Transform Our World. HarperCollins UK.

    [Sharif et al., 2016]Sharif, M., Bhagavatula, S., Bauer, L., and Reiter, M. K. (2016). Accessorize to a crime: Real and stealthy attacks on state­-of-­the-­art face recognition.InProceedings of the 2016 acm sigsac conference on computer and communications security, pages 1528–1540.

    [Steyerl, 2009]Steyerl, H. (2009). In defense of the poor image.e­flux journal, 10(11).

    [Tega Brain, 2016]Tega Brain, S. L. (2016). Smell dating.https://smell.dating/ Accessed October 10, 2020.

    [Tiu, 2020]Tiu, E. (2020). Understanding latent space in machine learning. https://towardsdatascience.com/understanding-latent-space-in-machine-learning-de5a7c687d8d Accessed October 20, 2020.

    [Turkle, 2016]Turkle, S. (2016).Reclaiming conversation: The power of talk in adigital age. Penguin.

    [Turkle, 2017]Turkle, S. (2017). Alone together: Why we expect more from technology and less from each other. Hachette UK.

    [Wikipedia contributors, 2021a]Wikipedia contributors (2021a). Alphago —Wikipedia, the free encyclopedia.https://en.wikipedia.org/w/index.php?title=AlphaGo&oldid=1003301511. [Online; accessed 15­February­2021

    [Wikipedia contributors, 2021b]Wikipedia contributors (2021b). Dopamine —Wikipedia, the free encyclopedia.https://en.wikipedia.org/w/index.php?title=Dopamine&oldid=1006021764. [Online; accessed 15­February­2021].

    [Wikipedia contributors, 2021c]Wikipedia contributors (2021c). Interface (comput­ing) — Wikipedia, the free encyclopedia. https://en.wikipedia.org/w/index.php?title=Interface_(computing)&oldid=1005026077. [Online; accessed 15­February­2021].

    [Wikipedia contributors, 2021d]Wikipedia contributors (2021d). Moore’s law —Wikipedia, the free encyclopedia. https://en.wikipedia.org/w/index.php?title=Moore%27s_law&oldid=1006584730. [Online; accessed 15­February­2021].

    [Wikipedia contributors, 2021e]Wikipedia contributors (2021e). Zone of proximal de­velopment — Wikipedia, the free encyclopedia. https://en.wikipedia.org/w/index.php?title=Zone_of_proximal_development&oldid=997893916. [Online;accessed 15­February­2021].

    [Zachariou, 2018]Zachariou, R. (2018). Machine learning art: An interview withmemo akten. https://www.artnome.com/news/2018/12/13/machine-learning-art-an-interview-with-memo-aktenAccessed October 14, 2020.

    [Zhou et al., 2018]Zhou, Z., Tang, D., Wang, X., Han, W., Liu, X., and Zhang, K.(2018). Invisible mask: Practical attacks on face recognition with infrared. arXiv preprint arXiv:1803.04683.

    [Zuboff, 2019]Zuboff, S. (2019).The Age of Surveillance Capitalism: The Fight fora Human Future at the New Frontier of Power: Barack Obama’s Books of 2019.Profile Books.

    [保羅‧維希留and楊凱麟, 2001]保羅‧維希留and楊凱麟(2001).消失的美學.台北,揚智文化事業股份有限公司.

    [劉貴傑, 2000]劉貴傑(2000).有機體organism. http://terms.naer.edu.tw/detail/1304959/Accessed October 15, 2020.

    [宋國誠, 2012]宋國誠(2012).閱讀後現代.唐山出版社.

    [小木曾香菜, 2019]小木曾香菜(2019).怎麼看artbreeder.com這個網站?.https://www.zhihu.com/question/351838218/answer/880862656Accessed October30, 2020.

    [岡本裕一朗, 2018]岡本裕一朗(2018).當代最新哲學應用:AI、基因科技、FinTech、貧富差距、宗教對立、環境破壞......這本書都能找到答案.時報出版.

    [徐冰, 2012]徐冰(2012).地書:從點到點.廣西師範大學出版社.

    [林欣怡, 2020]林欣怡(2020).五重路徑|國立交通大學應用藝術研究所藝術與設計專題研討後生物文化論壇系列講座.國立交通大學應用藝術研究所.

    [王柏偉, 2020]王柏偉(2020).不再超現實的夢境:鄭先喻《hijacker:{,}》中的現實製造問題.The Affairs編集者新聞.

    [王聖閎, 2012]王聖閎(2012).那些藝術航道上的幽微路標:關於「心動emu」展的網絡連結問題.伊通公園.

    [邱誌勇, 2019]邱誌勇(2019).後數位時代的影像藝術.復興崗學報, (115):1–20.

    [黃順星et al., 2017]黃順星et al. (2017).媒介史的末世預言:基德勒與麥克魯漢論媒介技術.傳播研究與實踐, 7(2):63–92.

    QR CODE