Backing up the planet digitising culture history and heritage

[Music]

hello

so what is photogrammetry

photogrammetry was conceived in 1851 the

same era as photography itself

it was used for the purpose of map

making and surveying but wouldn’t really

come through

until the late 20th century

so the process of photogrammetry is

pretty simple yet it’s like magic

you can take a bunch of photographs of

an object or an environment

and produce extremely dense 3d point

clouds from this

how it does it is it distinguishes

similar features between

similar photographs so with the event

of graphics cards recently in the last

five ten years we’ve seen a rapid rise

in this

the gpu acceleration that we’ve had

offered is unbelievable

so we were where we were struggling with

this uh 10 years ago

we could only do a few million points of

detail and it’ll take months of

processing time

with a few hundred photographs now we

can do tens of billions

in days with thousands of photographs

and so the big problem is

how do you manage all this data because

the problem is simple

traditional means take minutes if not

hours to render a single frame

and we need to see this in real time

so we developed

an ultra-realistic sorry a real-time

ultra-realistic visualization

methodology

to get all this amazing point cloud data

of these amazing environments

live so you can feel it so you can see

it

and so we caught single single-pass

photogrammetry

photogrammetry for lazy people

the benefits of this are pretty clear

you get immediate response immediate

gratification of these scenes

um and it’s the level of detail we’re

able to retain as a result of this

you can get right up see every paint

stroke every nook and cranny

and in real time with real time lighting

the whole lot

it benefits everything and

once again level of detail we haven’t

lost a thing

we do not lose a single thing in this

process we retain

all those tens and hundreds of billions

of points and we get it running on real

time on a standard desktop pc

or mobile web browser

so what makes us different from the

competition is the perfection of

imperfection shimmer and shine

the fact that the way wood reflects on a

wooden varnish floor or the way that

carpet is with

you know rocks or whatnot it’s it’s

these levels of lighting imperfections

that really create

the sense of immersion which then

creates a sense of retention

um so yeah r d is really a big thing

here

we’re constantly trying to make

ourselves obsolete so locations we have

done

uh nifitari queen nephite and the valley

of the queens tooth carmen

king tut that was fun uh carmack

new local sites like uh oh sorry soon

large hydrogen collider

we’ve done amazing sites in new zealand

as well uh new zealand parliament

the treaty of waitangi which was quite

frankly an honour

uh the homestead sir james wallace

beautiful beautiful place that you saw

before

i was literally the epitome of living

the urban lifestyle

extremely house proud had had this home

for eight and a half years

renovated it myself went on youtube lent

i’d do it all sand the floors a whole

lot

proud father to a beautiful daughter and

my loving partner chantal

it was the morning after my 31st

birthday party

uh we woke up to flames coming through

howling through our skylight one day

uh and we knew exactly what had happened

we lost the home the whole place was

gutted

and so i just got this crazy obsession

how do i get back to the house how did

me and my daughter return home

so 2008 i discovered this i remember

watching this amazing talk

ted talk photosynth and this was the

precursor of photogrammetry

and i knew i’d had eight and a half

years of family photographs

and so i was like well why don’t i just

use all my family photographs to

recreate my house let’s see if this

is doable so come 2015 when this

technology was really maturing

it was like magic absolute magic

so i wasn’t classically trained apart

from my commodore amiga in 1989.

thank you mum honestly changed my life

i’m an amiga boy

and so that’s the only experience i’d

actually had as a kid

playing with 3d packages i had no idea

what i was doing

so i didn’t know what rules i was

breaking all i knew is i needed to get

from a

to b i needed to get from here to here

didn’t bother

did not want to be stuck in this

traditional 20 year old

20 year old vfx pipeline and so my

process was unorthodox

first scene we did alleyway

uh 2015 this just took the internet by

song

i look at it now i cringe but hey but

you know it’s really funny alleyways

and shoes for us photogrammetrists seem

to be really a rite of passage i have no

idea why

we always always seem to gravitate

towards this

so why is importance of encapsulating

culture so important

we have environmental degradation on a

scale we’ve never seen before due to

global warming climate change

we’re seeing the sixth holistine

extinction

you know this is since the planet begun

guys

acts of god fire floods

political unrest war these are all

factors we are losing culture at a rapid

rate

uh ironically i was asked i was

propositioned by the bbc two years ago

to um go and go through some isis

tunnels

because apparently the isis terrorists

war fighters i don’t know what to call

them had discovered the syrian treasures

so syria turkey brazil lost the national

museum

up in flames a year ago fire is a fema

and the reason why we need to provide

these experiences everyone is it’s

really simple

it goes along the lines of world peace

basically because

good luck finding a well-traveled bigot

as i like to say

to live john to be living john malkovich

to be living in someone else’s shoes it

gives you a sense of culture and

identity it makes you realize how

similar we all really are

and i had my own biases being in new

zealand for 35 years of my life i’d

never traveled

right and so i always thought you know

when i was asked to go to iraq i always

thought that arabic was going to be

harsh and angry sounding because of the

media and the way i was portrayed

it was phenomenal fathers and fathers

and mothers

just raising and loving their sons and

daughters everyone just living day by

day

blew my mind and then look we need to

make accessibility for everyone

and this is very close to heart the

disabled the elderly

you know hospice care people who might

not see the last great wonders of the

world

you know we can give this to them now

but it’s also inaccessibility many of

these sites you just can’t get to

anymore

or they require very skilled teams like

ourselves to get in there

and give it to the rest of you but as it

relates to me i’m legally blind by

definition of the new zealand government

five percent one eye 2.5 another and it

does make me laugh

that they let me into these places i

remember dealing with like

king touched jandles and i’m like please

guys don’t move a thing well five

security guard type i don’t know what

they call them like uh security military

police

are holding ak-47s around me i hadn’t

even seen a single gun in my life at

this point

and uh yes it was kind of a an

experience but also the visual aids that

this provides me personally so when i

was doing queen nefertari

and in this location i could never

actually appreciate the hieroglyphs

you know i can’t see a meter in front of

my face and so when i actually got it

into the vr

i was able to get up close and personal

genuinely genuinely intimate

and that is it is a weird thing to be

able to have a better experience

in vr than it is in the real life for

myself

we like to think of visas teases to the

movie you know

we find that these experiences actually

encourage tourism

they don’t digress from it and also the

fact is many of these sites are going to

be

gone or locked up soon and people won’t

be able to see them notre dame is a fine

example of us

we will provide the mains for them to

experience this over the next five years

and so the history books really are

the history books of the future is what

we’re basically in the business of

i love the fact that my daughter is

going to be able to enjoy these

experiences and social studies

in years to come and i love the fact

that it makes me very proud as a father

knowing that many of these experiences

will be us

now the problem is who owns history

there’s a big issue of bureaucracy of

academia right now

i’ve traveled the world and i’ve talked

with many universities

and look i’m not i do not have a

master’s

i have a bachelor of recording arts i’m

an audio engineer guys

but there is a there’s a bit of a bias

going on it’s a bit close

and a lot of waste and a lot of time

there’s no sense of urgency

in these in these entities but the

bigger culprits guys

really they’re the corporations

they’re doing what is could be only said

as a digital land grab right now

and it’s quite disturbing they’re

hoarding massive amounts of data

and the fake pretense saying that they

are going to provide the star to the

public to for

people like myself to do things with it

they’re providing us low resolution

jpegs

when we need the high resolution raw

photography you can google them

and so we believe we are on the right

side of history in this

uh my unique situation allowed us to

have

a fundamentally stronger way of us

because it was a passion project

so machine learning to the rescue

mundane tasks take us so with queen

nefertari for an example

any one of our experiences it takes

three guys six weeks

and about twenty thousand dollars to

produce one of these experiences

which is actually considerably cheaper

than any of the competition and

considerably faster

but we can’t do it at this pace we need

to find better ways

you know i refer to the tasks as pushing

pixels

it’s exhausting but luckily we’re an r d

company and so when deep learning

machine learning came to be a thing

we already had all the computing power

we already had

all the resources we’ve required but

most importantly we had plenty of data

we had tens of you know hundreds of

thousands of photographs that we could

use to train the system

and so why not teach the computer to do

these boring tasks

one of these tasks is uh what we call

contextually intelligent interpretation

and painting basically we’re able to go

and lesser around something we don’t

want in one of these scenes

once again with never tire we had wooden

floorboards we had no smoking signs we

had plaques we had halogen lighting

circle around and the computer knows how

to fill it in with something that is

contextually artistically correct

uh other reasons why this is so useful

is quite frankly because

where we get occlusion issues in our

photogrammetry we don’t take enough

photographs

this is able to look at those low

density areas and fill it in

artistically as good as any human could

do

if not better semantic image

segmentation this is the ability for us

to essentially

optimize and divide our meshes um divide

our environments to work faster on

machines

and also tag them with basic principles

like wooden floors

have these properties uh carpet has

these properties

and this is where it gets really cool

for audio instead of someone having to

manually go in

and label each one of these objects with

certain properties

we can now have it done automatically

and so this creates

way better immersive experiences for

audio because things reflect sound the

way you’d expect them to reflect

noise removal now this is this is like

magic

there’s your image there’s what we get

that’s your base truth and so we’ve been

able to look why this is useful

is not all photographs are equal right

and so we basically have a situation

where we can enhance

greatly and so how do we use this we can

resurrect

archival footage we can resurrect stuff

that did not

was never intended for photogrammetry

and so

uh i was actually recently asked by

time magazine and my good friend peter

martin were in the running

to do martin luther king’s i had a dream

speech use all that old archival footage

and see if we can bring it back to life

um but christchurch cathedral that’s

something that we really have been

actively looking at so we’re looking at

all the old footage

all the old wedding photos we did a big

call to action about a year ago

trying to archive as much data as we can

to see if we can recreate the church and

it’s in its glory and it’s beauty

uh dppr is our most immediate and this

is like live now we have an early alpha

that

people can try out this technology is

able to look at a photograph

and extrapolate it to its true

fundamentals

uh what that means is we can remove

harsh lighting we can move highlights

um it does a whole bunch other

techniques like super sampling and noise

removal as well

but where it is really good is that with

photogrammetry when we go to these

environments we have baked lighting

depending on where the sun is you know

and you don’t want that if you want to

be able to realize an environment you

need to remove it all

and this is a massive deal for the

photogrammetry community but we also

were able to create byproducts of us so

we can a single person can now take a

photo

and essentially produce all the texture

maps they need for any vfx package

or game engine of their choice and this

is

incredible so an individual one guy can

actually do more now

for what a team of 30 could do in three

months

so the need for economies of scale we

have an arsenal of tools

we have mass automation we

this allows us to have economies of

scale and reduce costs dramatically

so we can do more now i can’t be

everywhere

okay as much as i like flying i actually

hate flying but as much as i like

traveling

um we need people on the ground to

actually

acquisition the starter but we need to

create incentives to allow them to want

to do this

and so we’re saying let’s introduce an

artist’s rights management system

where that photograph is

you know is basically secured by a

digital ledger so where that photograph

that individual is tagged

they can say what that photograph is

used for and what use cases

um so it’s think of it like creative

commons in a different level of creative

commons

so we need to make this uh

basically work for everyone and not

cross any lines basically

and also the artist needs to get paid

royalties

this is important so for now

philanthropic entities we believe in the

short term can jump in and fund many of

these endeavors very similar how we did

to antarctica

these great expeditions of the world of

past centuries gone

and these parties were you know to

mention in the history books we know we

know who the heroes were who went to

these

places and we know the people who

bankrolled it there’s nothing wrong with

that

licensing to institutes universities

schools educational facilities the

museology scene museums

they are dying they’re craving for these

kind of experiences and right now

they’re

having to spend hundreds of thousands of

doing it for themselves

and it’s usually closed off we don’t

want that we want everyone to be able to

experience this

now the exciting thing that um i spend a

lot of time in la

uh what film studios are doing now with

real-time virtualization

we’re they’re shooting everything on

green screen now and they’re going out

and getting these photogrammetry

environments and placing people on them

we’re saying look instead of you sending

a team of 20 to do it

license that environment through us and

we’ll provide you a fraction of the cost

so we have a decentralized backup

peer-to-peer none of these photos stay

in one place it’s encrypted

but it’s distributed and we have a

marketplace that benefits everyone

so the conclusion guys an army of

millions

running around taking these photographs

acquisitioning this data

a decentralized secure database that

protects the starter

computing power and ai deep learning

making this an

automated process

and we as a result get

mass real-world encapsulations for

everyone

and this is how we’re going to back up

the planet

[音乐]

你好,摄影

测量学是什么摄影测量学是在 1851 年构思的,

与摄影本身在同一时代,

它被用于地图

制作和测量,但

直到 20 世纪后期才真正实现,

所以摄影测量学的过程

非常简单 但这就像魔术一样,

您可以拍摄物体或环境的一堆照片,

并从中生成极其密集的 3d 点

它是如何做到的,它可以

区分相似照片之间的相似特征,

因此

最近五次出现显卡事件

十年来,我们看到了

这方面

的快速增长,我们提供的 gpu 加速

令人难以置信,

所以我们在这个问题上苦苦挣扎

,呃 10 年前,

我们只能做几百万个

细节点,这需要

几百张照片需要几个月的处理时间现在我们

可以

在几天内用数千张照片处理数百亿

,所以最大的问题是

你如何管理这一切 数据,

因为问题很简单,

传统意味着

渲染单个帧需要几分钟甚至几小时

,我们需要实时看到这一点,

所以我们开发

了一种超现实的抱歉,一种实时的

超现实可视化

方法

来获得所有这些惊人的点

这些令人惊叹的环境的云数据是

实时的,因此您可以感觉到它,因此您可以看到

,因此我们捕获了单次通过

摄影测量为懒惰的人提供

的摄影测量,这样做的好处非常明显,

您可以立即得到响应

这些场景立即得到满足,

嗯,这就是 因此,我们能够保留的细节水平,

您可以立即起床看到

每个角落和缝隙的每一个笔触,

并实时实时

照明整个场地,

这对一切都有好处,并且

再次达到我们所没有的细节水平'

没有丢失任何东西 在这个过程中我们没有丢失任何东西

我们保留了

所有这些数百亿和数千亿

的点,我们让它

在标准桌面上实时运行 op pc

或移动网络浏览器

让我们与竞争对手不同的

是完美的

不完美闪光和

闪耀木材在木质清漆地板上的反射

方式或

地毯与

你在一起的方式你知道岩石或诸如此类的东西就是

这些水平

真正

创造沉浸感的照明缺陷,然后

创造一种留存感,

嗯,是的,这里真的是一件大事

我们一直在努力让

自己过时,所以我们已经

完成了

呃 nifitari 尼菲特女王和

山谷 皇后牙 carmen

king tut 很有趣 呃 carmack

新的本地站点,比如呃,对不起,很快

大型氢对撞机

我们在新西兰以及呃新西兰议会做了令人惊叹的站点

怀唐伊条约,

坦率地说,这是一种荣誉

呃,宅基地先生 詹姆斯华莱士

美丽美丽的地方,你之前看到的

我真的是生活城市生活方式的缩影,

非常自豪的房子有这个 hom

e 八年半的时间

自己翻新了 youtube 借给

我 我会在地板上做所有的

事情

为一个漂亮的女儿和

我亲爱的伴侣 chantal 骄傲的父亲

这是我 31 岁生日派对后的第二天

早上我们醒来了 有一天,火焰

从我们的天窗中

呼啸而过,呃,我们确切地知道发生

了什么我们失去了家,整个地方都被

烧毁了

,所以我只是疯狂地痴迷

于我如何回到房子

我和我的女儿是如何回来的 回家

所以 2008 年我发现了这个我记得

看过这个惊人的谈话

ted 谈话光合作用,这

是摄影测量的先驱

,我知道我已经有八年半

的家庭照片

,所以我很好为什么我不

使用 我所有的家庭照片来

重建我的房子让我们看看这

是否可行,所以到 2015 年,当这项

技术真正成熟时,

它就像魔法绝对魔法,

所以除了

1989 年我的准将 amiga 之外,我没有接受过经典训练

。th 谢谢你,妈妈老实说改变了我的

生活 我所知道的是我需要

从 a

到 bi 需要从这里到这里

没有打扰

不想被困在这个

传统的 20 岁

20 岁的 vfx 管道中,所以我的

过程是

我们所做的非正统的第一个场景 Alleyway

uh 2015 这只是通过歌曲把互联网带到了互联网

我现在看它我畏缩但是嘿但

你知道这对我们来说真的很有趣小巷

和鞋子摄影测量师

似乎真的是一种仪式我不

知道为什么

我们总是似乎总是被吸引

因此,为什么封装

文化的重要性如此重要

,由于

全球变暖气候变化,

我们的环境

恶化程度前所未有 od 火灾 洪水

政治动荡 战争 这些都是

我们正在迅速失去文化的因素

具有讽刺意味的是,两年前我被英国广播公司要求我

去穿过一些伊斯兰国的

隧道,

因为显然伊斯兰国恐怖分子的

战士我不知道 不知道该怎么称呼

他们 发现了叙利亚的宝藏

所以叙利亚 土耳其 巴西

一年前失火 国家博物馆失火 火灾是女性

,我们需要为

每个人提供这些体验的原因是它

真的很

简单 世界和平

主要是因为

祝你好运找到一个游历广泛的偏执

就像我喜欢说的那样,活下去 真的是

,我有自己的偏见,在

新西兰生活了 35 年,我

从来没有正确旅行过

,所以我一直以为你知道

当我被要求去伊拉克时,我一直

认为

由于

媒体和对我的描绘方式,阿拉伯语

听起来很刺耳和

愤怒

让每个人都可以访问

,这是非常接近心脏的

残疾人

你认识的老年人临终关怀的人可能

看不到世界上最后的奇迹

你知道我们现在可以给他们

但它也无法访问

这些网站中的许多你只是 不能

再去,

或者他们需要像我们这样非常熟练的团队

进入那里

并把它交给你们其他人,但因为它

与我有关,根据新西兰政府的定义,我在法律上是盲人

5% 一只眼睛 2.5 另一只眼睛

他们让我进入这些地方确实让我发笑,我

记得我和

国王碰过的詹德尔打交道,我想请

伙计们不要移动任何东西,

我不知道五种保安类型 他们怎么

称呼他们 呃 安全宪兵

在我身边拿着 ak-47

在这一点上我什至没有见过一把枪

,呃,是的,这是一种

体验,但

也为我提供了视觉辅助 就个人而言,所以当我

在做奈菲尔塔里女王时

,在这个位置,我永远无法

真正欣赏到象形文字,

你知道我在我面前看不到一米

,所以当我真正将它放入虚拟现实时,

我能够近距离接触 和个人

真正真正的亲密

,这是一件奇怪的事情,能够

在虚拟现实中获得比在现实生活中更好的体验对

我自己来说,

我们喜欢考虑签证戏弄

电影你知道

我们发现这些体验实际上

鼓励旅游业,

他们不会偏离它,而且

事实上这些网站中的许多网站

很快就会消失或被锁定,人们

将无法看到它们巴黎圣母院是我们的一个很好的

例子,

我们将提供电源 让他们

体验这个 在接下来的五年里

,历史书真的

是未来的历史书,这就是

我们基本上从事的业务。

我喜欢我的女儿

将能够在几年内享受这些

经历和社会研究

来吧,我喜欢这样一个事实

,这让我作为父亲感到非常自豪,因为我

知道这些经历中的许多

现在将属于我们,问题是谁拥有历史

现在学术界的官僚作风是一个大问题

我已经环游世界,我 我

和很多大学谈过

,我不是,我没有

硕士学位,

我有录音艺术学士学位,我是

一名音频工程师,

但有一点偏见。

浪费和大量时间

在这些实体中没有紧迫感,但

更大的罪魁祸首

真的是他们正在做的公司

现在只能说

是数字土地掠夺

,这让他们非常不安 ‘正在

囤积大量的 amo 大量数据

和虚假的借口说

他们将向公众提供明星,让

像我这样的人用它做事

他们为我们提供低分辨率的

jpeg

当我们需要高分辨率的原始

摄影时,你可以谷歌他们

和 所以我们相信我们

站在历史的正确一边

我们的任何一种体验都需要

三个人六周

和大约两万美元才能

制作出其中一种体验

,这实际上

比任何竞争对手都要便宜得多,而且

速度要快得多,

但我们不能以这种速度做到这一点,我们

需要找到更好的

你知道的方式我将这些任务称为推动

像素

这很累但幸运的是我们是一家

研发公司,所以当深度学习

机器学习成为一件事时,

我们已经 拥有所有的计算能力,

我们已经拥有

了我们需要的所有资源,但

最重要的是,我们拥有大量数据,

我们有成千上万的人知道数

十万张照片,我们可以

用来训练系统

,所以为什么不教计算机 做

这些无聊的任务

其中一项任务就是我们所谓的

上下文智能解释

和绘画基本上我们能够

在其中一个场景中绕着我们不想要的东西

再一次从不疲倦我们有我们拥有的木

地板 禁止吸烟标志 我们

有牌匾 我们

周围有卤素灯 计算机知道如何

上下文艺术上正确的东西填充它

坦率地说,这非常有用的其他原因

因为我们在摄影测量中遇到遮挡问题

没有拍足够多的

照片,

这样才能看到那些

低密度区域并在艺术上填充它,

如果不是更好的语义图像,任何人都可以做到 e

分割 这是我们

从本质上

优化和分割我们的网格的能力 嗯分割

我们的环境以便在机器上更快地工作,

并用基本原则标记它们,

比如木地板

有这些属性,嗯,地毯有

这些属性

,这就是它变得非常酷的地方

对于音频,而不是必须

手动进入

并使用某些属性标记这些对象中的每一个,

我们现在可以自动完成它

,因此这

为音频创造了更好的沉浸式体验,

因为事物

以您期望它们反映的方式反映声音

降噪现在这就像魔术一样

有你的图像有我们得到的

那是你的基本事实所以我们已经

能够看看为什么这很有

用不是所有照片都是平等

的所以我们基本上有一个

我们可以的情况

大大增强,所以我们如何使用它我们可以

复活

档案素材我们可以复活那些

从未用于摄影测量的东西

所以,

呃,我最近被

时代杂志问到,我的好朋友彼得·

马丁正在

竞选马丁·路德·金的演说,我做了一个梦想

演讲,使用所有那些旧的档案录像

,看看我们是否能把它恢复生机,

嗯,但基督城 大教堂 那

是我们一直在

积极关注的东西 所以我们正在查看

所有的旧镜头

所有旧的婚礼照片 我们在

大约一年前发出了一个很大的行动号召

试图归档尽可能多的

数据 看看我们是否 可以重建教堂,

它的荣耀和美丽

嗯,这意味着我们可以消除

刺眼的光照,我们可以移动高光,

嗯,它还提供了很多其他

技术,例如超级采样和噪声

消除,

但真正好的地方是

摄影测量 我们去这些

环境我们已经

根据太阳的位置烘焙了照明

,如果你想要

能够实现一个环境,你

需要将其全部移除

,这对摄影测量界来说是一笔巨大的交易

但我们

也能够创造出我们自己的副产品,所以

我们现在可以一个人

拍照

并基本上

为他们选择的任何 vfx 包或游戏引擎生成他们需要的所有纹理贴图,这

太不可思议了,所以一个人就可以

实际上现在可以

为一个 30 人的团队在三个月内可以做的事情做得更多

因此需要规模经济 我们

拥有大量工具

我们拥有大规模自动化 我们

这使我们能够拥有

规模经济并大幅降低成本,

因此我们可以做得更多 现在我不能在

任何地方都

好,尽管我喜欢飞行我实际上

讨厌飞行,但尽管我喜欢

旅行,

嗯,我们需要地面上的人来

真正

获得首发,但我们需要为所有人

创造激励 低他们

想要这样做

,所以我们说让我们介绍一个

艺术家的权利管理系统

你知道的照片基本上是由

数字分类帐保护的,所以在那个人被标记的照片的地方,

他们可以说出这张照片的

用途 以及什么用例,

所以它被认为

是不同级别的创作共用中的创作

共用,

所以我们需要让这个呃

基本上适用于每个人,

基本上不跨越任何界限

,而且艺术家需要获得支付

版税

这很重要所以 现在,

我们相信慈善实体可以在

短期内介入并资助其中的

许多努力,这与我们在南极洲所做的方式非常相似

,过去几个世纪的世界上的这些伟大探险

已经过去,

而这些政党

在我们所知道的历史书中提到过 我们

知道去这些地方的英雄是

谁,我们知道资助它的人,

向研究所大学颁发许可证没有任何问题 城市

学校 教育设施

博物馆场景 博物馆

他们快死了 他们渴望

这种体验 现在

他们

不得不花费数十万

为自己做这件事

而且它通常被关闭 我们不

想要 我们想要 现在每个人都能够体验到

这令人兴奋的事情我花了

很多时间在洛杉矶

电影制片厂现在正在用实时虚拟化做什么

我们他们现在正在

绿屏上拍摄所有内容他们正在

拿出这些摄影测量

环境并将人员安置在其中

  • 对等这些照片都没有保存

在一个地方,它是加密的,

但它是分布式的,我们有一个

让每个人都受益的市场,

所以结论是一群数百万的军队

四处奔波拍摄这些照片 ographs

获取这些数据

是一个分散的安全数据库,

可以保护初始

计算能力和人工智能深度学习,

使其成为一个

自动化过程

,结果我们为每个人获得了

大规模的现实世界封装

,这就是我们将如何

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