Every piece of art youve ever wanted to see up close and searchable Amit Sood

The world is filled
with incredible objects

and rich cultural heritage.

And when we get access to them,

we are blown away, we fall in love.

But most of the time,

the world’s population is living
without real access to arts and culture.

What might the connections be
when we start exploring our heritage,

the beautiful locations
and the art in this world?

Before we get started
in this presentation,

I just want to take care
of a few housekeeping points.

First, I am no expert in art or culture.

I fell into this by mistake,
but I’m loving it.

Secondly, all of what
I’m going to show you

belongs to the amazing museums,
archives and foundations

that we partner with.

None of this belongs to Google.

And finally, what you see behind me

is available right now
on your mobile phones,

on your laptops.

This is our current platform,
where you can explore

thousands of museums
and objects at your fingertips,

in extremely high-definition detail.

The diversity of the content
is what’s amazing.

If we just had European paintings,

if we just had modern art,

I think it gets a bit boring.

For example, this month,
we launched the “Black History” channel

with 82 curated exhibitions,

which talk about arts and culture
in that community.

We also have some
amazing objects from Japan,

centered around craftsmanship,
called “Made in Japan.”

And one of my favorite exhibitions,

which actually is the idea of my talk,

is – I didn’t expect to become
a fan of Japanese dolls.

But I am, thanks to this exhibition,

that has really taught me
about the craftsmanship

behind the soul of a Japanese doll.

Trust me, it’s very exciting.

Take my word for it.

So, moving on swiftly.

One quick thing I wanted
to showcase in this platform,

which you can share with your kids
and your friends right now,

is you can travel to all these
amazing institutions virtually, as well.

One of our recent ideas was with
The Guggenheim Museum in New York,

where you can get a taste
of what it might feel like

to actually be there.

You can go to the ground floor

and obviously, most of you,
I assume, have been there.

And you can see the architectural
masterpiece that it is.

But imagine this accessibility
for a kid in Bombay

who’s studying architecture,

who hasn’t had a chance
to go to The Guggenheim as yet.

You can obviously look at objects
in the Guggenheim Museum,

you can obviously get into them
and so on and so forth.

There’s a lot of information here.

But this is not the purpose
of my talk today.

This exists right now.

What we now have are the building blocks
to a very exciting future,

when it comes to arts and culture

and accessibility to arts and culture.

So I am joined today onstage
by my good friend and artist in residence

at our office in Paris, Cyril Diagne,

who is the professor of interactive design

at ECAL University
in Lausanne, Switzerland.

What Cyril and our team
of engineers have been doing

is trying to find these connections
and visualize a few of these.

So I’m going to go quite quick now.

This object you see
behind me – oh, just clarification:

Always, seeing the real thing is better.

In case people think
I’m trying to replicate the real thing.

So, moving on.

This object you see behind me
is the Venus of Berekhat Ram.

It’s one of the oldest
objects in the world,

found in the Golan Heights
around 233,000 years ago,

and currently residing
at the Israel Museum in Jerusalem.

It is also one of the oldest
objects on our platform.

So let’s zoom.

We start from this one object.

What if we zoomed out

and actually tried to experience
our own cultural big bang?

What might that look like?

This is what we deal with on a daily basis
at the Cultural Institute –

over six million cultural artifacts
curated and given to us by institutions,

to actually make these connections.

You can travel through time,

you can understand more
about our society through these.

You can look at it
from the perspective of our planet,

and try to see how
it might look without borders,

if we just organized art and culture.

We can also then plot it by time,

which obviously, for the data geek
in me, is very fascinating.

You can spend hours
looking at every decade

and the contributions
in that decade and in those years

for art, history and cultures.

We would love to spend hours
showing you each and every decade,

but we don’t have the time right now.

So you can go on your phone
and actually do it yourself.

(Applause)

But if you don’t mind
and can hold your applause till later,

I don’t want to run out of time,

because I want to show you
a lot of cool stuff.

So, just very quickly:

you can move on from here
to another very interesting idea.

Beyond the pretty picture,

beyond the nice visualization,

what is the purpose, how is this useful?

This next idea comes
from discussions with curators

that we’ve been having at museums,

who, by the way, I’ve fallen in love with,

because they dedicate their whole life
to try to tell these stories.

One of the curators told me,
“Amit, what would it be like

if you could create
a virtual curator’s table

where all these six million objects

are displayed in a way for us
to look at the connections between them?”

You can spend a lot of time, trust me,
looking at different objects

and understanding where they come from.

It’s a crazy Matrix experience.

(Laughter)

Just moving on,

let’s take the world-famous
Vincent Van Gogh,

who is very well-represented
on this platform.

Thanks to the diversity
of the institutions we have,

we have over 211 high-definition,
amazing artworks by this artist,

now organized in one beautiful view.

And as it resolves,
and as Cyril goes deeper,

you can see all the self-portraits,

you can see still life.

But I just wanted to highlight
one very quick example,

which is very timely:

“The Bedroom.”

This is an artwork
where three copies exist –

one at the Van Gogh Museum in Amsterdam,

one at the Orsay in Paris

and one at the Art Institute of Chicago,

which, actually, currently
is hosting a reunion

of all three artworks physically,

I think only for the second time ever.

But, it is united digitally and virtually
for anybody to look at

in a very different way,

and you won’t get pushed
in the line in the crowd.

So let’s take you and let’s travel
through “The Bedroom” very quickly,

so you can experience what we are doing
for every single object.

We want the image to speak
as much as it can

on a digital platform.

And all you need is an internet
connection and a computer

(Applause)

And, Cyril, if you can go deeper, quickly.

I’m sorry, this is all live,

so you have to give Cyril
a little bit of –

and this is available for every object:

modern art, contemporary art,
Renaissance – you name it,

even sculpture.

Sometimes, you don’t know
what can attract you

to an artwork or to a museum
or to a cultural discovery.

So for me, personally,
it was quite a challenge

because when I decided to make this
my full-time job at Google,

my mother was not very supportive.

I love my mother,

but she thought I was wasting my life
with this museum stuff.

And for her, a museum is what
you do when you go on vacation

and you tick-mark and it’s over, right?

And it took around four and a half years

for me to convince my lovely Indian mother

that actually, this is worthwhile.

And the way I did it was,
I realized one day that she loves gold.

So I started showing her all objects
that have the material gold in them.

And the first thing my mom asks me is,

“How can we buy these?”

(Laughter)

And obviously, my salary is not that high,

so I was like, “We can’t
actually do that, mom.

But you can explore them virtually.”

And so now my mom – every time
I meet her, she asks me,

“Any more gold, any more silver
in your project? Can you show me?”

And that’s the idea
I’m trying to illustrate.

It does not matter how you get in,

as long as you get in.

Once you get in, you’re hooked.

Moving on from here very quickly,

there is kind of a playful idea, actually,

to illustrate the point of access,

and I’m going to go
quite quickly on this one.

We all know that seeing the artwork
in person is amazing.

But we also know
that most of us can’t do it,

and the ones that can afford
to do it, it’s complicated.

So – Cyril, can we load
up our art trip, what do we call it?

We don’t have a good name for this.

But essentially, we have
around 1,000 amazing institutions,

68 countries.

But let’s start with Rembrandt.

We might have time for only one example.

But thanks to the diversity,

we’ve got around 500 amazing
Rembrandt object artworks

from 46 institutions and 17 countries.

Let’s say that on your next vacation,

you want to go see
every single one of them.

That is your itinerary,

you will probably travel
53,000 kilometers,

visit around, I think, 46 institutions,

and just FYI, you might release
10 tons of CO2 emissions.

(Laughter)

But remember, it’s art,

so you can justify it,
perhaps, in some way.

Moving on swiftly from here,

is something a little bit
more technical and more interesting.

All that we’ve shown you so far
uses metadata to make the connections.

But obviously we have
something cool nowadays

that everyone likes to talk about,
which is machine learning.

So what we thought is,
let’s strip out all the metadata,

let’s look at what machine learning can do

based purely on visual recognition
of this entire collection.

What we ended up with
is this very interesting map,

these clusters that have
no reference point information,

but has just used visuals
to cluster things together.

Each cluster is an art to us
by itself of discovery.

But one of the clusters we want
to show you very quickly

is this amazing cluster of portraits

that we found from museums
around the world.

If you could zoom in
a little bit more, Cyril.

Just to show you, you can
just travel through portraits.

And essentially, you can do nature,
you can do horses

and clusters galore.

When we saw all these portraits,

we were like, “Hey, can we do
something fun for kids,

or can we do something playful

to get people interested in portraits?”

Because I haven’t really seen

young kids really excited
to go to a portrait gallery.

I wanted to try to figure something out.

So we created something
called the portrait matcher.

It’s quite self-explanatory,

so I’m just going to let Cyril
show his beautiful face.

And essentially what’s happening is,
with the movement of his head,

we are matching different portraits
around the world from museums.

(Applause)

And I don’t know about you,

but I’ve shown it to my nephew and sister,

and the reaction is just phenomenal.

All they ask me is,
“When can we go see this?”

And by the way, if we’re nice,

maybe, Cyril, you can smile
and find a happy one?

Oh, perfect.

By the way, this is not rehearsed.

Congrats, Cyril. Great stuff. Oh wow.

OK, let’s move on; otherwise,
this will just take the whole time.

(Applause)

So, art and culture
can be fun also, right?

For our last quick experiment –

we call all of these “experiments” –

our last quick experiment
comes back to machine learning.

We show you clusters, visual clusters,

but what if we could ask the machine
to also name these clusters?

What if it could automatically tag
them, using no actual metadata?

So what we have is this kind of explorer,

where we have managed to match,
I think, around 4,000 labels.

And we haven’t really
done anything special here,

just fed the collection.

And we found interesting categories.

We can start with horses,
a very straightforward category.

You would expect to see
that the machine has put

images of horses, right?

And it has, but you also notice,
right over there,

that it has a very abstract image

that it has still managed to recognize
and cluster as horses.

We also have an amazing head
in terms of a horse.

And each one has the tags
as to why it got categorized in this.

So let’s move to another one
which I found very funny and interesting,

because I don’t understand
how this category came up.

It’s called “Lady in Waiting.”

If, Cyril, you do it very quickly,

you will see that we have
these amazing images

of ladies, I guess, in waiting or posing.

I don’t really understand it.

But I’ve been trying to ask
my museum contacts,

you know, “What is this?
What’s going on here?”

And it’s fascinating.

Coming back to gold very quickly,

I wanted to search for gold

and see how the machine
tagged all the gold.

But, actually, it doesn’t tag it as gold.

We are living in popular times.

It tags it as “bling-bling.”

(Laughter)

I’m being hard on Cyril,
because I’m moving too fast.

Essentially, here you have
all the bling-bling

of the world’s museums organized for you.

And finally, to end this talk
and these experiments,

what I hope you feel after this talk
is happiness and emotion.

And what would we see
when we see happiness?

If we actually look at all the objects

that have been tagged under “happiness,”

you would expect happiness, I guess.

But there was one that came up
that was very fascinating and interesting,

which was this artwork
by Douglas Coupland,

our friend and artist
in residence as well,

called, “I Miss My Pre-Internet Brain.”

I don’t know why the machine feels like
it misses its pre-Internet brain

and it’s been tagged here,

but it’s a very interesting thought.

I sometimes do miss my pre-Internet brain,

but not when it comes to exploring
arts and culture online.

So take out your phones,
take out your computers,

go visit museums.

And just a quick call-out
to all the amazing archivists,

historians, curators,

who are sitting in museums,
preserving all this culture.

And the least we can do is get
our daily dose of art and culture

for ourselves and our kids.

Thank you.

(Applause)

世界充满
了令人难以置信的物品

和丰富的文化遗产。

当我们接触到它们时,

我们会被震撼,我们坠入爱河。

但大多数时候

,世界人口生活在
无法真正接触到艺术和文化的情况下。

当我们开始探索我们的遗产

、美丽的地方
和这个世界上的艺术时,这些联系可能是什么?

在我们
开始本演示文稿之前,

我只想
处理一些内务管理要点。

首先,我不是艺术或文化方面的专家。

我不小心陷入了这个,
但我很喜欢它。

其次,
我将向您展示的所有东西都

属于我们合作的令人惊叹的博物馆、
档案馆和

基金会。

这些都不属于谷歌。

最后,您在我身后看到的内容

现在可以
在您的手机和

笔记本电脑上使用。

这是我们当前的平台
,您可以在其中以极其高清的细节探索

数以千计的博物馆
和物品

内容的多样性
令人惊叹。

如果我们只有欧洲绘画,

如果我们只有现代艺术,

我觉得会有点无聊。

例如,本月,
我们推出了“黑人历史”频道

,其中有 82 个策展展览

,讨论
该社区的艺术和文化。

我们还有一些
来自日本的令人惊叹的物品,

以工艺为中心,
被称为“日本制造”。

我最喜欢的展览之一

,实际上是我演讲的想法,

是——我没想到会
成为日本娃娃的粉丝。

但是,多亏了这次展览

,我才真正
了解

了日本娃娃灵魂背后的工艺。

相信我,这非常令人兴奋。

相信我的话。

于是,快速前进。

我想
在这个平台上展示的一件快速的事情是

,您现在可以与您的孩子
和您的朋友分享

,您也可以虚拟地前往所有这些
令人惊叹的机构。

我们最近的一个想法是
在纽约的古根海姆博物馆,

在那里
您可以体验到真正身临其境的感觉

你可以去一楼

,很明显,我想你们中的大多数人
都去过那里。

你可以看到它的建筑
杰作。

但是想象一下,
对于一个在

孟买学习建筑

、还没有机会
去古根海姆博物馆的孩子来说,这种可及性。

你很明显可以在
古根海姆博物馆看物品,

你很明显可以进入它们
等等等等。

这里有很多信息。

但这不是
我今天演讲的目的。

这是现在存在的。

当谈到艺术和文化以及艺术和文化的可及性时,我们现在拥有的是
一个非常令人兴奋的未来的基石

所以今天
我的好朋友兼

驻巴黎办公室的艺术家 Cyril Diagne 与我一起上台,

他是瑞士洛桑 ECAL 大学的交互设计教授

Cyril 和我们
的工程师团队一直在做的

是试图找到这些联系
并将其中的一些可视化。

所以我现在要走得很快。

你在我身后看到的这个物体
——哦,只是澄清一下:

总是,看到真实的东西更好。

以防人们认为
我试图复制真实的东西。

所以,继续前进。

你在我身后看到的这个物体
是 Berekhat Ram 的金星。

它是世界上最古老的
物品之一,大约 233,000 年前

在戈兰高地发现

,目前
位于耶路撒冷的以色列博物馆。

它也是
我们平台上最古老的对象之一。

所以让我们放大。

我们从这一对象开始。

如果我们缩小

并真正尝试体验
我们自己的文化大爆炸怎么办?

那会是什么样子?

这就是我们在文化学院每天处理的事情
——

超过 600 万件
由机构策划并提供给我们的文化文物,

以实际建立这些联系。

你可以穿越时空,通过这些

你可以更多地
了解我们的社会。 如果我们只是组织艺术和文化,

你可以
从我们星球的角度来看它,

并尝试看看
它看起来没有国界

然后我们还可以按时间绘制它

,显然,对于我这样的数据极
客来说,这非常令人着迷。

您可以花几个小时
查看每个十年

以及该十年以及那些年

对艺术、历史和文化的贡献。

我们很乐意每十年花几个小时
向您展示,

但我们现在没有时间。

所以你可以在你的手机
上自己动手。

(鼓掌)

但是如果你不介意
,可以等到以后再鼓掌,

我不想浪费时间,

因为我要给你看
很多很酷的东西。

所以,很快:

你可以从这里
转移到另一个非常有趣的想法。

除了漂亮的图片,

漂亮的可视化之外,

目的是什么,这有什么用?

下一个想法
来自与

我们一直在博物馆的策展人的讨论

,顺便说一句,我爱上了

他们,因为他们
毕生致力于讲述这些故事。

一位策展人告诉我,
“阿米特,

如果你可以创建
一个虚拟策展人的桌子

,将所有这 600 万件物品

以某种方式展示给我们
,让我们看到它们之间的联系,那会是什么样子?”

相信我,你可以花很多时间
观察不同的物体

并了解它们的来源。

这是一次疯狂的 Matrix 体验。

(笑声)

继续说下去,

让我们以举世闻名的
文森特梵高为例,


在这个平台上的代表性非常好。

由于
我们拥有的机构的多样性,

我们有超过 211
件由这位艺术家创作的高清、令人惊叹的作品,

现在组织在一个美丽的景色中。

随着它的消退
,随着西里尔的深入,

你可以看到所有的自画像,

你可以看到静物。

但我只想强调
一个非常简单的例子,

它非常及时:

“卧室”。

这是一件
存在三份复制品的艺术品——

一份在阿姆斯特丹的梵高博物馆,

一份在巴黎的奥赛博物馆

,一份在芝加哥艺术学院

,实际上,目前
正在举办

所有三件艺术品的实体重聚,

我 只考虑第二次。

但是,它以数字方式和虚拟方式统一起来
,任何人都可以

以非常不同的方式看待,

而且你不会被挤
在人群中。

因此,让我们带您
快速浏览“卧室”,

这样您就可以体验我们
为每一个对象所做的事情。

我们希望图像

在数字平台上尽可能多地说话。

你所需要的只是一个互联网
连接和一台电脑

(掌声)

还有,西里尔,如果你能更深入一点,快一点。

很抱歉,这一切都是现场直播,

所以你必须给 Cyril
一点点

——这适用于每件物品:

现代艺术、当代艺术、
文艺复兴——你能说出它的名字,

甚至是雕塑。

有时,您不知道
什么可以吸引您

到艺术品、博物馆
或文化发现中。

因此,就我个人而言,
这是一个相当大的挑战,

因为当我决定将这份工作作为
我在 Google 的全职工作时,

我的母亲并不十分支持。

我爱我的母亲,

但她认为我在
博物馆的东西上浪费了我的生命。

对她来说,博物馆就是
你去度假时所做的事情

,你打勾然后就结束了,对吧?

我花了大约四年半的时间

让我可爱的印度妈妈

相信,这实际上是值得的。

我这样做的方式是,
有一天我意识到她喜欢黄金。

所以我开始向她展示
所有含有黄金的物品。

我妈妈问我的第一件事是,

“我们怎样才能买到这些?”

(笑声

) 很明显,我的薪水没有那么高,

所以我想,“我们
实际上做不到,妈妈。

但你可以虚拟地探索它们。”

所以现在我妈妈——每次
我见到她时,她都会问我,


你的项目中还有金子,银子吗?你能告诉我吗?”

这就是
我试图说明的想法。

不管你怎么进去,

只要你进去就行了。

一旦你进去了,你就上瘾了。

很快从这里开始

,实际上,有一个有趣的想法

来说明访问点

,我将
很快开始讨论这个问题。

我们都知道,亲眼目睹艺术品
是令人惊叹的。

但我们也知道
,我们大多数人做不到,

而那些有
能力做的人,这很复杂。

那么——西里尔,我们可以
加载我们的艺术之旅,我们怎么称呼它?

我们没有一个好名字。

但本质上,我们有
大约 1,000 个令人惊叹的机构,遍布

68 个国家。

但让我们从伦勃朗开始。

我们可能只有一个例子。

但由于多样性,

我们拥有

来自 46 个机构和 17 个国家的大约 500 件令人惊叹的伦勃朗艺术品。

假设在你的下一个假期,

你想去看看
他们中的每一个。

那是你的行程,

你可能会旅行
53,000 公里

,走遍 46 个机构

,仅供参考,你可能会释放
10 吨二氧化碳排放量。

(笑声)

但是请记住,它是艺术,

所以你也许可以以某种方式证明它的合理性

从这里快速前进,

是一些
更具技术性和更有趣的事情。

到目前为止,我们向您展示的所有内容都
使用元数据来建立连接。

但显然我们现在有
一些很酷的东西

,每个人都喜欢谈论,
那就是机器学习。

所以我们的想法是,
让我们剥离所有元数据,

让我们看看机器学习可以做什么,

纯粹基于
对整个集合的视觉识别。

我们最终得到的
是这张非常有趣的地图,

这些集群
没有参考点信息,

但只是使用视觉效果
将事物聚集在一起。

每个集群本身对我们来说都是一门
发现艺术。

但我们
想快速向您展示的其中一个集群

是我们从世界各地的博物馆中发现的这组令人惊叹的肖像集群

如果你能再
放大一点,西里尔。

只是为了向您展示,您可以
通过肖像旅行。

本质上,你可以做自然,
你可以做马

和大量的集群。

当我们看到所有这些肖像时,

我们就像,“嘿,我们可以
为孩子们做一些有趣的事情,

或者我们可以做一些有趣的事情

来让人们对肖像感兴趣吗?”

因为我还没有真正看到

小孩子真的很兴奋
去肖像画廊。

我想试着弄清楚一些事情。

所以我们创建了一个
叫做肖像匹配器的东西。

这是不言自明的,

所以我只是让西里尔
展示他美丽的脸庞。

基本上正在发生的事情是,
随着他头部的移动,

我们正在匹配
来自世界各地博物馆的不同肖像。

(掌声)

我不知道你们怎么样,

但是我给我的侄子和姐姐看了

,反响非常好。

他们只问我,
“我们什么时候可以去看这个?”

顺便说一句,如果我们很好,

也许,西里尔,你可以微笑
并找到一个快乐的人?

哦,完美。

顺便说一句,这不是排练的。

恭喜,西里尔。 好东西。 哇哦。

好的,让我们继续; 否则,
这将花费全部时间。

(鼓掌)

所以艺术和文化
也可以很有趣吧?

对于我们的最后一个快速实验——

我们将所有这些称为“实验”——

我们最后一个快速实验
又回到了机器学习上。

我们向您展示了集群、视觉集群,

但是如果我们可以让
机器也为这些集群命名呢?

如果它可以自动标记
它们,而不使用实际的元数据怎么办?

所以我们拥有的是这种探索器

,我认为我们已经成功匹配了
大约 4,000 个标签。

我们在这里并没有真正
做任何特别的事情,

只是喂了这个系列。

我们发现了有趣的类别。

我们可以从马开始,这
是一个非常简单的类别。

您会期望
看到机器放置

了马的图像,对吗?

它有,但你也注意到,
就在那里

,它有一个非常抽象的图像

,它仍然设法识别
并聚集成马。 就马而言,

我们也有一个惊人的
头。

每个人都有标签
,说明它为什么被归类。

所以让我们转到
另一个我觉得非常有趣和有趣的问题,

因为我不明白
这个类别是如何出现的。

它被称为“等待中的女士”。

如果,西里尔,你做得很快,

你会看到我们有
这些令人惊叹

的女士照片,我猜,在等待或摆姿势。

我真的不明白。

但我一直试图问
我的博物馆联系人,

你知道,“这是
什么?这里发生了什么?”

这很迷人。

很快回到黄金,

我想搜索黄金

,看看机器是如何
标记所有黄金的。

但是,实际上,它并没有将其标记为黄金。

我们生活在大众时代。

它将其标记为“bling-bling”。

(笑声)

我对西里尔很严厉,
因为我动作太快了。

从本质上讲,在这里,您拥有

为您组织的世界博物馆的所有亮点。

最后,结束这次谈话
和这些实验,

我希望你在这次谈话之后感受到的
是快乐和情感。

当我们看到幸福时,我们会看到什么?

如果我们真的查看所有

被标记为“幸福”的对象

,我猜你会期待幸福。

但是出现了
一件非常引人入胜和有趣

的作品,那就是
道格拉斯·库普兰(Douglas Coupland)的作品,他也是

我们的朋友和
驻地艺术家,

名为“我想念我的前互联网大脑”。

我不知道为什么这台机器感觉
它错过了它的前互联网大脑

并被标记在这里,

但这是一个非常有趣的想法。

我有时确实想念我的前互联网大脑,

但在
网上探索艺术和文化时却没有。

所以拿出你的手机,
拿出你的电脑,

去参观博物馆。

只是
对所有坐在博物馆里的令人惊叹的档案管理员、

历史学家、策展人的快速呼吁,

他们
保存了所有这些文化。

我们至少能做的就是

为我们自己和我们的孩子获得我们日常的艺术和文化。

谢谢你。

(掌声)