constellation : 별자리 - stella의 con(모음)
as sort of constellation fields around computer vision, ~
strive to : 노력하다
side of thing : ~~ 쪽
neural science side of thing
encompass : 포함하다
it focus more encompassing conputer vision (많은 걸 포함하는)
agenda : 주제
let's start with today's agenda
chill : 추운
lifes are very chill (주변이 춥다?)
onset : 시작
onset of vision
go after: 먹다
some predators went after prey
arms race: 무기 경쟁
primary: 근본적인 coretex: 핵심
where primary visual cortex area is
stimuli: 자극
what stimuli makes the neurons in the back in the primary visual cortex respond excitedl
by and large: 대체로
But by and large, visual processing starts with simple structure of visual world oriented edges and as information moves along the visual processing pathway the brain builds up the complexity of the visual information until it can recognize the complex visual world
bulk of ~: ~의 대부분
we're gonna work out bulk of visual system
influential : 영향력있는
influential book
elastic : 탄력있는
elastic distance(탄성거리)
either representation : 어느 표현이든
razor: 면도기
frankly: 솔직히
frankly, it was very hard
audacious: 대담한
audacious, ambicious attempts.
extract: 추출하다
we can extract out all the pixels
headway: 전진
here's another problem that made some headway
momentum: 가속, 기세
machine learning techniques start to gain momentum
in real-time: 실시간으로
they are able to detect faces in real-time
intrinsic: 본질적인
there are viewpoint, lighting, and just the intrinsic variation of object itself
it is inspired(motivated) to(by) ~: ~로 부터 탄생하다 (의역)
diagnostic: 평가의 , invariant: 불변의
resolution: 해상도
trade-off: 상충관계(공존x)
There is a trade-off between the generalization ablility and fitting to the training data
objective function: 목적식(ex-최대, 최소하려는 값),
constraint: 제약( '='이 있는거)
quadratic 제곱
highway 고속도로
building block 기초, 토대
the field of computer vision has defined a very important building block problem.
all long 오랫동안
I talked about object recognition all along
benchmark 기준
we began to have benchmark data set
bottleneck 병목(문제)
we have to ovecome the ml bottleneck of overfitting
on par with 동등한
error rate is so low, is on par with what humans can do
all the way 완전히 (한국에는 없는 표현)
but to go from an error rate that's unacceptable for real-world application
all the way to on par with humans, the field took only a few years
hover 방황하다, 떠다니다
In the first two years our error rate hovered around 25
preview 시사하다, ~를 배우기전 미리보다
we previewed a little bit
restrictive 제한적인 set up 설정
it seems like artificial or rectrictive set up
build upon ~를 기반으로 하다
visual recognization problem that build upon many of the tools
convnet : cnn
carry over: 이어지다, 옮겨가다
many of this intuitions carry over into convnets
main takeaway 중요한점 had = was / moment 순간
the main takeaway here is that cnn had breakthrough moment
crunch 부수다
crunch these computationally intensive cnn
that's really not the case 그건 사실이 아니에요
go back to 되돌아가다
some examples of this are going back to these older ideas
augmented reality 증강현실
virtual reality 가상현실
intricacy 복잡함
we're trying to capture the intricacies in the world
encompass 애워싸다 attribute 특징
~ that encompass not just object identities but also object relationships, attributes
that's left in the table when we use simple classification
by no means 결코 아니다
This is by no means a standard approach at this point.
This is by no means required
grad school 대학원
rope 계속 이어나가서
go on and on and on, roping in thing from their external knowlege and prior experience
holy grail 성배(풍요, 완성), in some sense 어떤 의미로는
This is in some sense the holy grail of computer vision
exemplify 예시로 내놓다
another image that I think really exemplify is ~~
self consicous 알고있다
we know that people are kind of self conscious about their weight
We really have long way to go. To me, it is exciting as a researcher.
멋지다.
tackle 해결하다, 해치우다
we'll have just a lot of exciting cool problems to tackle moving forward
sort of 일종의 tie 연결하다
to sort of tying back of this core idea
confidential 비밀스러운
personal, confidential things
stitch 연결하다
what exactly is going on when you're stitching together these neural networks
state of the art 최신기술
good introduction to some of the state of the art
blow mind 흥분시키다
amazing project that will blow everyone's minds