[Frontline] Can AI Be “Creative”?

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Known as the “godfather of manga,” Osamu Tezuka created a huge number of manga, or Japanese comic books, that have been loved by generations. Last year, 30 years after his passing, news of a “new” Tezuka manga took Japan by surprise. The manga was created under a project named TEZUKA 2020, which was led by KIOXIA Corporation, a leading flash memory manufacturer (formerly Toshiba Memory Corporation).
PHAEDO, the first new Tezuka manga in 30 years, was created using artificial intelligence (AI). After “learning” from Tezuka’s existing works, the AI created a new story and characters in collaboration with human manga creators to produce the new manga.
An exhibition was held in August 2020 at Futako Tamagawa TSUTAYA ELECTRICS (Setagaya-ku, Tokyo), showcasing the concept and production process of PHAEDO. The aim was to help the public better understand the project, which shook the very foundations of how we think about creativity.

The exhibition at Futako Tamagawa TSUTAYA ELECTRICS. A programmed robotic arm smoothly draws pictures of the protagonist of PHAEDO. (Reproduced at seven times the original speed.)

During the exhibition, a talk session hosted in collaboration with NewsPicks Brand Design was also held.
The discussion, held under the theme “Can AI create culture?” included Atsushi Kunimatsu, a KIOXIA engineer charged with the technological side of character creation for TEZUKA 2020; Yohei Sadoshima, CEO of Cork, Inc. and an experienced editor of a raft of manga and graphic novels; and Nao Tokui, CEO of Qosmo, Inc., which engages in research on AI-based music production.

AI learns from 160 of Tezuka’s manga

──PHAEDO was created as a new Osamu Tezuka manga through a collaboration between AI and humans. Yet for many people it may be difficult to imagine how AI could actually create a manga. Could you share with us the concrete steps by which the work was produced?

Kunimatsu: There are a variety of phases in manga production, including scenario writing, character creation, drawing, and frame layout. In this project, AI was used in two phases: scenario writing and character creation.

Atsushi Kunimatsu
Atsushi Kunimatsu
cSSD Engineering Department, SSD Division, KIOXIA Corporation
Participated in TEZUKA 2020 as an engineer at KIOXIA, leading the project by contributing technological ideas for character creation. He usually works on SSD (flash memory) development.

Creating the characters posed the greatest challenge for us. To develop original characters by reproducing Tezuka’s drawings, we needed to make the AI “learn” about Tezuka’s characters. But the problem was that his works rarely contained frontal headshots of the characters. We needed the data of hundreds of thousands of headshots, but we only had several thousand pictures of faces we could use.
This was why we used what is known as the transfer learning technique. Specifically, we made the AI “learn” Tezuka’s manga characters after first exposing it to hundreds of thousands of photos of human faces. This technique enabled us to create quintessential Tezuka manga characters, which led to the birth of the protagonist, PHAEDO. The AI-developed characters have the distinctive characteristics of Tezuka’s characters, while being somewhat original at the same time.

2020 NVIDIA
Characters created by AI. They capture the characteristics of Tezuka manga, but also have originality.

For the scenario, the concrete method we employed was to first allow the AI to study 160 volumes of Tezuka’s manga and then have it develop more than 100 plots based on what it had learned. However, only about 20% of them made sense as a story.
So, from there, we started working together with Makoto Tezuka and other manga creators at Tezuka Productions, interpreting the stories in our own ways, adding new settings, and complementing the identified flaws in the storylines. Through this process, we built an entertaining scenario. In other words, based on the manga plots developed by the AI, human creators structured the storyline.

Plot created by AI

Creators built the story based on this plot.

Act One
The protagonist makes offerings to the gods in Hibiya;
loses his memory; and
resolves to tackle the problem.

Act Two
The protagonist rescues the hostage;
overcomes the problem with all kinds of support; and
finds peace for a brief moment.
The protagonist is alienated;
is placed in a desperate situation due to the ordeal; but
overcomes the crisis.

Act Three
The protagonist at last finds and confronts the life-sustaining gas and wins.
The protagonist is relieved and satisfied.

Tokui: Having read PHAEDO, I felt that there were some gaps in the storyline. The story develops in a way that no human could imagine, which hints at the involvement of a machine. This was in fact what I found unconventional and appealing about it.
I engage in research on AI-based music production, and I present AI DJ performances in which AI and humans take turns selecting and playing one song at a time. The AI DJ project often inspires me because the songs chosen by AI are often unexpected. So my project shares something in common with the TEZUKA 2020 project.

Nao Tokui
Nao Tokui
CEO of Qosmo, Inc.; Associate Professor at Keio University Graduate School of Media and Governance (SFC); Head of Technology, Dentsu Craft Tokyo
Founded Qosmo, Inc. in 2009. With the motto, “Computational Creativity and Beyond,” Qosmo became a unique creative studio focusing on the application of AI in the creative field. Nao himself has been exploring the potential expansion of creativity through the symbiosis between AI and humans. Nao has continued to present live performances titled AI DJ Project in Japan and overseas. These performances feature an AI DJ playing alongside a human DJ (Nao), taking turns selecting and playing one song at a time. In May 2019, he was invited to Google I/O 2019, where he AI-deejayed a keynote speech delivered by the Google CEO. In April 2019, he started his professorship at Keio University SFC and founded the Computational Creativity Lab to advance his practices in both research and educational environments. Completed his doctoral program (PhD in Engineering) in Electronic Engineering at the School of Engineering, the University of Tokyo.

Kunimatsu: That is so true. AI comes up with outrageous ideas that spice up the story. For example, the AI proposed in the scenario that the protagonist was an actor. This setting is not an essential part of the main storyline, but incorporating that element resulted in a unique and atypical story.

── Mr. Sadoshima, as an editor engaged in the production of many manga publications, what were your thoughts about the TEZUKA 2020 project?

Sadoshima: Frankly, I felt it was an intriguing challenge and represented a momentous step forward in the exploration of the future of the creative industries. I also think that getting the next step right will be critically important.

Yohei Sadoshima
Yohei Sadoshima
Representative Director and Chairman, President and CEO, Cork, Inc.
Joined Kodansha in 2002. As an editor for the weekly magazine Morning, he took charge of works such as Dragon Zakura (Norifusa Mita), Hataraki Man (Moyoco Anno), and Space Brothers (Chuya Koyama). He left Kodansha in 2012 and founded Cork, an agency that concludes agency contracts with prominent creators and engages in editing, copyright management, and fan community building/management, among others. Aims to formulate a new entertainment model for the Internet age, venturing beyond the conventional forms of publishing and distribution.

Today, many manga readers enjoy manga on their smartphones. This means that the readers’ eye movements can be monitored by using the face recognition function of their smartphones, allowing us to obtain information about which frames particularly interested the readers and which ones were difficult to understand.
Osamu Tezuka was greatly interested in creating animation and live-action versions of manga. It’s no exaggeration to say that he focused greater attention than any other manga artist on providing readers with effective visual guidance.
That’s why I think that by collecting reader data to analyze how PHAEDO was enjoyed and leveraging the analysis to create the next story, we can produce manga that more closely resemble Tezuka’s works. Such an approach will serve as a stepping-stone for shaping the future of the creative industries.

PHAEDO
The front cover of PHAEDO and its first page. The entire story is available for reading on the “TEZUKA 2020” project official website.https://tezuka2020.kioxia.com/ja-jp/

The human capacity for combining materials

── The creative arena has been regarded as a sacred zone in which only humans can set foot. PHAEDO can arguably be seen as an example of AI’s long-awaited advance into the creative fields. What significance do you see in this project in this sense?

Sadoshima: In the past, the definition of “creative” has changed every few centuries, but going forward, I believe this kind of shift will take place every few years.
Up to now, the most strenuous part of any creative activity was the production, or making materials. With photography, for example, it used to be quite laborious just to handle the equipment, develop the films, or apply effects, so taking photos itself presented value.
But today, cameras are simple enough for anyone to use and photos can be processed like a pro on smartphones, you know. The ability demanded of creators is shifting from “making materials” to “combining materials.”
This goes for the world of manga too. Within five years or so, I expect that anyone will be able to produce a pretty good manga by choosing pictures from a manga creation tool. Humans will only need to add the finishing touches to the selected words and pictures. It seems to me that what sets a manga creator apart from their peers will be whether they have a good eye for making revisions.

Kunimatsu: As an engineer, I think it will be quite a while before AI can replace humans in creating manga with “heart and soul.”
At this stage, AI is still just a tool for humans to use. As in the case of PHAEDO, the AI acquires the ability to produce materials by learning from large quantities of existing materials, but when it comes to combining materials, the AI is can only make random selections, which is not enough to create entertaining stories.
However precise AI becomes, humans will continue to take on the role of combining materials and giving manga their heart and soul so that people really connect with them.

Futako Tamagawa TSUTAYA ELECTRICS
The exhibition at Futako Tamagawa TSUTAYA ELECTRICS. A manga introduced the production process of PHAEDO, and examples of manga selected by project members were put on display.

Tokui: In addition to the quality of the materials and the inherent ingenuity required to combine them, the “background” is another relevant factor.
When we respond to a piece of music, it’s not necessarily just because of its beautiful melody or lyrics. Rather, the backstory, including who composed the piece and the thinking behind the composition, also contributes greatly to the depth of our feeling.
While the Beatles have the story of being a group of four everyday guys from Liverpool, AI has none. Will we be able to relate to an AI-made song that sounds just like a Beatles song? I’m quite curious to know.

Accidents give birth to art

── Technology has lowered the bar to entry into the realm of creativity, opening up opportunities for anyone to become a manga creator. On the other hand, does the proliferation of technology bring with it concerns about the world becoming swamped with manga that are pretty much the same, displaying no distinctive characteristics in terms of either the manga artist or the characters?

Sadoshima: I don’t think so. On YouTube, for example, everyone uploads things like their morning routine and meals they eat using similar formats, don’t they? It’s this format that makes the uniqueness of each piece of work stand out and tests the creators’ skills.

Sadoshima

Tokui: One of the key elements, I believe, will be how much we can “misuse” AI. I say this because in the world of music, innovations are often rooted in the misuse of tools.
Jimi Hendrix playing the guitar with his tongue is a complete misuse of the instrument (laughs).
DJ turntables are also another example of a misused tool. When you think about it, DJs touching records with their hands is pretty wild.
AI tends to become a “black box,” possibly making it hard to trigger such misuse, which is concerning. As a creator, I’d like to explore how we can develop AI tools that offer room for some misuse.

Sadoshima: Interesting! I’ve recently been engaged in research based on the theme of “digging deep into ambiguity,” and what you’ve just explained has a lot in common with our research.
Ambiguity is crucial in the realm of creativity because human emotion itself is ambiguous, rarely describable in black-and-white terms. But generally speaking, technological evolution is based on the premise that ambiguity should be eliminated. The progress of technology has been synonymous with drawing out perfect answers as quickly as possible.
However, if machines could acquire ambiguity again at this stage, they could become better assistants to creators.

Tokui: With self-driving cars, there shouldn’t be any ambiguity (laughs). On the other hand, it would be more interesting if an AI trained to play go had some weaknesses and imperfections, rather than being flawless. Such elements of ambiguity are in demand, especially in the entertainment and creative sectors.

Kunimatsu: We have gone through many cycles of trial and error to use technology in the creative realm. KIOXIA was originally a memory device company, and we have actually utilized AI in the manufacturing process used to make semiconductors. For this application, our only goal for AI was to make it gain higher precision, but under the TEZUKA 2020 project, the key was to use technology with room for ambiguity. For the engineers, including myself, this was really challenging, and the experience broadened our horizons.
KIOXIA upholds the mission of uplifting the world with “memory.” Our hope is to capitalize on cutting-edge technology to produce not just “memory” in the sense of devices that store data, but “memories” that touch people’s hearts. The TEZUKA 2020 project is our first step in this endeavor.
By contributing to the challenge of producing the first new Tezuka manga in 30 years, we have succeeded in delivering inspiration and excitement to the world. I hope to continue generating new value by using “memory” and to continue to bring excitement to the world.

(Editor: Asuka Kanai; Photographer: Wataru Goto; Designer: Kyosuke Tsukimori)

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