Тёмный

How computers learn to recognize objects instantly | Joseph Redmon 

TED
Подписаться 25 млн
Просмотров 1,1 млн
50% 1

Ten years ago, researchers thought that getting a computer to tell the difference between a cat and a dog would be almost impossible. Today, computer vision systems do it with greater than 99 percent accuracy. How? Joseph Redmon works on the YOLO (You Only Look Once) system, an open-source method of object detection that can identify objects in images and video -- from zebras to stop signs -- with lightning-quick speed. In a remarkable live demo, Redmon shows off this important step forward for applications like self-driving cars, robotics and even cancer detection.
Check out more TED talks: www.ted.com
The TED Talks channel features the best talks and performances from the TED Conference, where the world's leading thinkers and doers give the talk of their lives in 18 minutes (or less). Look for talks on Technology, Entertainment and Design -- plus science, business, global issues, the arts and more.
Follow TED on Twitter: / tedtalks
Like TED on Facebook: / ted
Subscribe to our channel: / ted

Опубликовано:

 

26 сен 2024

Поделиться:

Ссылка:

Скачать:

Готовим ссылку...

Добавить в:

Мой плейлист
Посмотреть позже
Комментарии : 856   
@JJs_playground
@JJs_playground 6 лет назад
This was an awesome TED talk. I wish it was longer. Very impressive that this is being run on a mobile device.
@omooba00
@omooba00 7 лет назад
when you tell a yolo joke around an audience that mostly doesn't know what yolo is
@fireplant4769
@fireplant4769 6 лет назад
"I work on darknet" a.k.a satans company.
@kalucky0
@kalucky0 5 лет назад
That's not exactly a joke anymore. YOLO is a real name for this thing now
@GeneralTerzX
@GeneralTerzX 5 лет назад
Generation 40+ don't get the yolo joke. No offense, it's the same with my parents
@supertony02
@supertony02 5 лет назад
its not even funny that is why they didn't laugh
@Ivar_Mennes_
@Ivar_Mennes_ 5 лет назад
and at the same time a stop sign as a frisbee
@PowBamZing
@PowBamZing 5 лет назад
5:32 Detected a parrot as pizza. This is how the flesh-eating robots begin.
5 лет назад
hahahah :d
@nikhilnambiar7160
@nikhilnambiar7160 5 лет назад
You goin beyond real-time
@subazsarma
@subazsarma 5 лет назад
and a second later, detected frisbee for stop sign lmao
@PowBamZing
@PowBamZing 5 лет назад
@@subazsarma *robot throws stop sign like a frisbee thinking it's playing a fun game* - - decapitates human. *detects human head as basketball* - - dunks basketball.
@brianquin3778
@brianquin3778 5 лет назад
@@PowBamZing hey stop, that's brutal man
@TienTaioan
@TienTaioan 6 лет назад
This is not a TED talk, this is a deep learning implementation demo ^.^
@jeenbhawanischannels6630
@jeenbhawanischannels6630 5 лет назад
Highly appreciable work by this dude.. Bro you daknet is so sophesticated and you open sourced it....you are a hero
@MiuraUY
@MiuraUY 5 лет назад
I know right? This is worth so much and yet he made it available for everyone and free lol
@BlakeEdwards333
@BlakeEdwards333 5 лет назад
Amazing! Thank you for open sourcing this. I will be using it as a part of my smart dorm room project I am building !
@prodRefault
@prodRefault Год назад
Taking a computer vision class right now which is taught by Redmon! It's really fun and I've learnt a lot.
@wxua5859
@wxua5859 3 месяца назад
Where can I access the content
@paulwallner1893
@paulwallner1893 16 дней назад
Thank you for creating and sharing open source projects like this! It truly shows the power of collaboration and community. Your hard work and dedication inspire others and make technology accessible to everyone. Keep up the amazing work!
@itshelpa
@itshelpa 7 лет назад
I liked the audience's ecstatic reaction on the YOLO reference ^^
@Leotique
@Leotique 7 лет назад
they're too old...
@programista_html8888
@programista_html8888 6 лет назад
for anyone who looks for the app to download! it's named "Objects Detection Machine Learning TensorFlow Demo" and is available for free for Android in Google Play (org.tensorflow.detect) looking for "TensorFlow" phrase in Google you can find their website with more stuff and links to source code if you need it thumbs up so everybody can see :)
@hojjat5000
@hojjat5000 6 лет назад
Well that is "Tensorflow Demo". This is "Darknet YOLO". They do the same thing, but different algorithms and code base.
@JoeIdolChannel139
@JoeIdolChannel139 6 лет назад
Wow, thanks mate!
@worldcitizen001
@worldcitizen001 7 лет назад
3:22 It detected a skateboard, apparently
@Mornys
@Mornys 7 лет назад
It made a guess based on his pose in a single frame. Common pose for a skateboarder. If the detection threshold is heightened enough it wont show that guess anymore.
@worldcitizen001
@worldcitizen001 7 лет назад
Yeah, that's what I thought. Thanks
@metalim
@metalim 6 лет назад
looking at that single image, human would "detect" skateboard as well. Only when you look at the video, you understand that there's no skateboard there.
@CoffeeYumYumYum
@CoffeeYumYumYum 6 лет назад
because yolo sees contextual information.
@DrAbhinavKumar
@DrAbhinavKumar 6 лет назад
Watching the still image of when it detected skateboard, it does look like a skateboard.
@ImSkully
@ImSkully 5 лет назад
this sounded more like a keynote for YOLO rather than a TED talk
@RomanLeBg
@RomanLeBg 4 года назад
every ted talk is a product presentation
@The_Xeos
@The_Xeos 4 года назад
@@RomanLeBg Not much of a product when it's free and open source though
@RomanLeBg
@RomanLeBg 4 года назад
@@The_Xeos Yeah but still
@The_Xeos
@The_Xeos 4 года назад
@@RomanLeBg Yes, I guess the point is still valid ahah
@missionpupa
@missionpupa 4 года назад
Pretty much every ted talk.
@TheKingoftheriff
@TheKingoftheriff 5 лет назад
A seven minute clip that's actually an ad and says nothing about how the code actually knows what it's looking at. Thanks for coming to my ted talk.
@ldf-oros-kesa
@ldf-oros-kesa 5 лет назад
this
@SpencerLemay
@SpencerLemay 4 года назад
Nobody knows how exactly neural nets work once trained. That is the whole point, they train themselves.
@antoniboryna9725
@antoniboryna9725 5 лет назад
i can't believe this appears in my feed after 2 years, mid 2019 shame on you, yt
@Zenatrix
@Zenatrix 5 лет назад
Exactly!!!
@olvenetworks5176
@olvenetworks5176 5 лет назад
maybe you are learning computer vision in 2019? that's why probably
@donaldtrumpjr1036
@donaldtrumpjr1036 4 года назад
watches a software vid and obv doesn't know sh.. how algorithms work
@FritzSchober
@FritzSchober 7 лет назад
Having Darknet as a name and a satanic looking logo is maybe not the best way to show people that they should trust computers...
@janaebert3059
@janaebert3059 7 лет назад
And you shouldn't.
@xRays6
@xRays6 7 лет назад
satan is fake. red is just a color. darknet tho is kinda iffy.
@furtherback6131
@furtherback6131 7 лет назад
F. S. Yolo
@eclipse5393
@eclipse5393 7 лет назад
Any intelligent, informed person knows satanic/satanism isn't a negative thing. Likewise, Darknet requires intelligence to use. If you need to be convinced to trust computers, you're irrelevant to civilization. Go ahead and destroy your phone, tv, and any other technology with computing. Fear and stupidity go hand in hand.
@XenogeneGray
@XenogeneGray 7 лет назад
They clearly use daemons to do the processing :P
@Skeltzz127
@Skeltzz127 7 лет назад
yeah but can it tell the difference between a hot dog and not a hot dog
@ShubhamMajmudar
@ShubhamMajmudar 7 лет назад
Andy Skelton lol
@MaZe741
@MaZe741 7 лет назад
JING JAAANG
@helloworld5682
@helloworld5682 7 лет назад
Andy Skelton silicon valley ;)
@CortezBumf
@CortezBumf 7 лет назад
Went to a talk where the speaker was the actual coder for the real app Not HotDog. He said he only used one 980 ti hooked to a macbook to train his AI with hotdog pics. Super interesting stuff
@rbrtsmith
@rbrtsmith 7 лет назад
Great comment
@oatscurry
@oatscurry 7 лет назад
This is the future. Thanks, Joseph.
@kamaliasc
@kamaliasc 5 лет назад
The most amazing thing.. is not just to build things but also to share. Be sure you are great by sharing what you think that will made our life better. Thank you for the video.
@ameesami
@ameesami 4 года назад
Awesome! Thank you for making it open source.
@VictorOliveira
@VictorOliveira 6 лет назад
Awesome tecnology! Very impressing. I imagine this will be used in drones and some other kinds of robots. They'll be able not only to know what they're seing, but they'll know what they must look for by their own.
@gopideva3333
@gopideva3333 7 лет назад
Good news for me bcoz im a visually ipairred person. And sounds good its a open source thanks and can you check this programe with NVDA its a softwear for blinds Called Non visual desktop access. So its if it work with this softwear mean its good for blind people luke me whom all are loss their visoin in accidently. So sorry im not a graduate bcoz im a uneducated so forgive me for my grammer mistakes.
@harryfox4389
@harryfox4389 6 лет назад
Gopi Deva333 your comment gave me an idea. glasses that say what is in front of you using a small camera and an earpiece
@laitila87
@laitila87 6 лет назад
@@harryfox4389 already done
@vamsip98
@vamsip98 5 лет назад
@@laitila87 can we get more details about what you're referring to? We are trying to achieve the same using a raspberry pi and need a bit of help.
@ajjeji3957
@ajjeji3957 7 лет назад
at one point in the video it said frisbee instead of stop sign
@The110014
@The110014 7 лет назад
Aj Jeji It also saw a pizza somewhere in the audience lol.
@krishnamohan2351
@krishnamohan2351 7 лет назад
The110014 maybe the bot saw into his soul.. :-P
@HLB313
@HLB313 7 лет назад
Krishna Mohan and saw a pizza or a frisbee? I think my soul might be a frisbee.
@markiemannetje
@markiemannetje 7 лет назад
And when he shows off changes in size in the beginning it shows "skateboard" in a green frame too.
@nmarbletoe8210
@nmarbletoe8210 7 лет назад
it also thinks everyone is wearing ties, but i can see one guy has a lanyard. who wears ties these days?
@JohnSmithhh
@JohnSmithhh 4 года назад
- Doctor: Let's try this in the body - AI: I found a suitcase I'm joking, very good work ! Thank you
@rootsharp9946
@rootsharp9946 5 лет назад
Finally a Ted talk actually works for something. Thank you local Thor. We appreciate technology.
@Julia-ut9cv
@Julia-ut9cv 2 года назад
i discorvered this video 4 years ago, i knew i would need it one day, i'm finally starting to learn yolo, thank's a lot ;)
@gamersonline3491
@gamersonline3491 4 года назад
It already knows more than we do. The stop sign is not a stop sign, it is a frisbee
@frodeflem9353
@frodeflem9353 6 лет назад
3:15 a remote in his hands! 3:22 doing some skating.
@eddiegerbais-nief7745
@eddiegerbais-nief7745 7 лет назад
On the video, the state of an object can change fron a frame to an other, a second algorithm should analyze what was said over some frames to crrect error on the next frame and this could be a way to train neural network.
@Crispypoyo
@Crispypoyo 2 года назад
Perfect! I was looking to implement this technology and this is open source!! I’m so excited 😋
@brindhasenthilkumar7871
@brindhasenthilkumar7871 4 года назад
Wonderful explanation. The computer vision is one of the great challenge in Robotics and anonymous vehicles, this algorithm will act most appropriate like the biological model vision. It is going to strive its effort in Pathology domain as well...
@antoniobortoni
@antoniobortoni 7 лет назад
this is so really cool for blind people and more.
@atticus_foust
@atticus_foust 6 лет назад
Someone typed 38 words in a minute with their mind.. hopefully we can somehow input data into our mind. Soon.
@harshitaarora6319
@harshitaarora6319 6 лет назад
vocaleyes.ai are doing it
@pramodanantha5620
@pramodanantha5620 5 лет назад
@@harshitaarora6319 I feel so old.
@davidsirmons
@davidsirmons 6 лет назад
Image recognition, importance queue/hierarchy, area navigation...all big questions being increasingly resolved by various groups. Soon we probably CAN have something autonomous, at least like a simple bipedal robot.
@kvnptl4400
@kvnptl4400 5 лет назад
Wow, this is truly outstanding work, Buddy! Your algorithm is clearly top-notch, and what's even more impressive is your decision to make it open-source. Your vision is truly inspiring. Keep up the fantastic work!
@rafaelg0225
@rafaelg0225 7 лет назад
Im going back to do my masters in biochemistry, and now when someone ask me what do I want to do with that degree, I'll send them this video, this is exactly what I envision for what I want to do with a bachelors in computer science and a masters in biochemestry/nanotech. Well done YOLO guys and Washington University
@laiga251
@laiga251 4 месяца назад
this guy has the most AWESOME resume
@SameerSameer-fp9lf
@SameerSameer-fp9lf 5 лет назад
This guy deserves an award 🥇!
@BharatPatodi
@BharatPatodi 7 лет назад
Skateboard at 3:21, and a dining table 4:42 that changes to bed at 4:45
@xrequiz1687
@xrequiz1687 7 лет назад
Can't believe someone actually searched this things
@lucasandrescosta391
@lucasandrescosta391 7 лет назад
Thats one edgy user interface haha
@lazorlord9188
@lazorlord9188 6 лет назад
That one AMAZING user interface!
@_fremdkoerper
@_fremdkoerper 5 лет назад
@@lazorlord9188 it sucks.
@konanoobiemaster
@konanoobiemaster 5 лет назад
lol so true
@vasafeasdas6183
@vasafeasdas6183 5 лет назад
@@lazorlord9188 No, it's edgy, only 14-years old boys would like something like this. I admire his skills though
@raikkuli3513
@raikkuli3513 5 лет назад
@@vasafeasdas6183 no. That is subjective. Only people who like it would use it.
@fernandodiaz8258
@fernandodiaz8258 5 лет назад
I'm really excited because the self-driven cars will be able to use this kind of pretty cool technology, so it will be more safety for all of us
@orinpemulus1441
@orinpemulus1441 7 лет назад
What if the detector found a gun in the crowd during his demo.
@andredejager3637
@andredejager3637 6 лет назад
Exactly...should be used at schools for early warning systems and lock-downs. It is open source so go do it
@ajaysinghthakur7729
@ajaysinghthakur7729 5 лет назад
xD
@bunnyrabits
@bunnyrabits 3 года назад
two years back it was fun watching it , now i am back here in 2020 coz now I am computer science student.
@lzh00
@lzh00 Год назад
Imagine that feeling when you conceived something revolutionary like this, that proud
@T-Sav
@T-Sav 7 лет назад
Joseph Redmon - can we use this tech along with autonomous car tech to be able to identify out of control cars in cities and raise barriers ? Just an idea :)
@LUXONE83
@LUXONE83 5 лет назад
Ohh lovely Skynet junior :D
@LUXONE83
@LUXONE83 5 лет назад
Detecting bad people... bad idea in bad hands lovely :D
@wishIKnewHowToLove
@wishIKnewHowToLove Год назад
Now look where we are :) All thanks to people like this
@artemvarlamoff2840
@artemvarlamoff2840 7 лет назад
I like it so much! It seems that only sience will save our civilization, through opening new horizons for uor curiosity. From Russia with love
@Bastogne1944
@Bastogne1944 7 лет назад
Science has no objective. Science is a process, an idea. Humans have plans, and how humans execute those plans depends on how humans structure society and what we value. Love from California, Silicon Valley.
@joeschraer925
@joeschraer925 3 года назад
So you know how like you’ll be talking about a certain product near your phone and then you’ll see an ad for that same product like a day later, I believe advertisers also use this technology to basically scan whatever your phone sees (everything because everyone uses their phones for everything)
@jumbo6498
@jumbo6498 6 лет назад
Amazing speed. Definitely would like to use this. But the title is wrong, "how" this is done isn't touched.
@allenantony6523
@allenantony6523 7 лет назад
DARKNET Foreshadowing.... Thus it begins
@sxfxcn0993
@sxfxcn0993 7 лет назад
Hey, what's foreshadowing?
@hassiaschbi
@hassiaschbi 7 лет назад
Lucas D OMG fishing net sounds like skynet too!!11eleven
@LeeGinSing
@LeeGinSing 7 лет назад
It is an unfortunately ominous name... :(
@christopherdiedrich40
@christopherdiedrich40 7 лет назад
No doubt...check out that logo too. That's some classic sigil there and looks a little bit like a pentagram even
@derarty4290
@derarty4290 6 лет назад
I am in fear of the possibilities in future.
@ajaybadoni4961
@ajaybadoni4961 5 лет назад
we have to appreciate good things instead of giving sick views
@SufferDYT
@SufferDYT 6 лет назад
This, in conjunction with AR, is going to change the world.
@aaronallgrunn7845
@aaronallgrunn7845 6 лет назад
Could be a great fix for security issues where high traffic and low budget are issues. Schools airports and malls spring to mind.
@harrytaller9403
@harrytaller9403 6 лет назад
Detection 5:05 Wow 6:31
@havalsadiq3655
@havalsadiq3655 Год назад
Very impressing, very useful technique.
@شاديالعايدي-ط9ز
@شاديالعايدي-ط9ز 3 года назад
so impressive , I am interested in this field
@jajuanrussell5386
@jajuanrussell5386 2 года назад
How much heat is the CPU producing while running the detection system? That detector is pretty powerful.
@netbotcl586
@netbotcl586 2 года назад
probably not much, the work is mainly done by the GPU.
@ayush_shaz
@ayush_shaz 5 лет назад
I did not find answer for " How computers learn to recognise objects instantly " in the whole video ... Just saw recognising objects instantly !!!!
@mmughal
@mmughal 7 лет назад
great application for CCTV systems in general
@sarsargud85
@sarsargud85 7 лет назад
I need this implanted in my Eyes!
@gagaming5210
@gagaming5210 5 лет назад
You can't recognise a cat?
@vishwadabholkar5002
@vishwadabholkar5002 6 лет назад
How to count the number of detected objects using Tensorflow api ?? Thank you in advance
@vitalanimationstudios3911
@vitalanimationstudios3911 4 года назад
need this technology for my suit
@soapergem
@soapergem 7 лет назад
"Remote" at 3:16, "Skateboard" at 3:22
@nathanprindler
@nathanprindler 7 лет назад
Put this software into that robot dog. There ya go. Darknet Drknet Knet Sknet Skynet
@matheusarnaud2574
@matheusarnaud2574 7 лет назад
Nathan Prindler i was thinking the same
@avedic
@avedic 7 лет назад
lol....witty comment. you get a like
@jamessaker270
@jamessaker270 6 лет назад
You predicted Black Mirror!
@raunak51299
@raunak51299 6 лет назад
remember darknet is skynet
@eyal4
@eyal4 5 лет назад
hold the door = hodor >< haha
@Blazah99
@Blazah99 7 лет назад
cool stuff plus its open souce / free to use!
@Uthael_Kileanea
@Uthael_Kileanea 4 года назад
4:11 and 15s after that is the closest to "HOW computers learn..." I hoped for more details when I clicked on this.
@lankymoose1831
@lankymoose1831 5 лет назад
This is both awesome and scary
@jeanculasec1466
@jeanculasec1466 2 года назад
ANYONE KNOWS HIS LINUX DISTRO IS HE USING AND WHAT THEME, LOOKS SICK
@netbotcl586
@netbotcl586 2 года назад
Looks like AwesomeWM, with some custom theme.
@TheLordOfWolves
@TheLordOfWolves Год назад
Thank you for YOLO!
@Huynguyen-xw9zp
@Huynguyen-xw9zp 7 лет назад
i promise to listen the Ted to improve my listen's english..
@TheSunscratch
@TheSunscratch 7 лет назад
This is really impressive!
@yvessennane4254
@yvessennane4254 4 года назад
This is so cool
@elliott614
@elliott614 6 лет назад
I took digital image signal processing in electrical/computer engineering college almost 10 years ago and we definitely knew how to do this then.
@elliott614
@elliott614 6 лет назад
tricky part is that seeing a 2d projection of a 3d object, the information content is very very different depending on viewing angle.
@canobenitez
@canobenitez 2 года назад
@@elliott614 whaty if I make a statue of a duck with my poo, will the IA know what is it?
@saifal-haqazzam7695
@saifal-haqazzam7695 5 лет назад
Great technology, Thank you all for making better future
@amirhosseinnayebiastaneh
@amirhosseinnayebiastaneh 3 года назад
Amazing! Keep up the great work!
@baochaud11cn5ptit
@baochaud11cn5ptit 7 лет назад
That's great. Thank for what you did
@aoeu256
@aoeu256 6 лет назад
this will be good with mixed-reality so that you can look up nutrition and calories for food and how much it cost and if it is in your budget. it would also be good for "local listing" & ebay to sell and rent out everything you have in your house based on an algorithm, it can also tell you where you put things so that you don't lose them. it can help you find items for luggage arbitrage (i.e if your going to america and it detects that a local item sells for 3x more in america than in japan, you can buy the item and sell it on ebay over there). instead of going to the store you can just buy/rent stuff from your neighbors. it will be great for learning foreign languages as it can tell what the name of an object is in the language you are learning. if computers can use your "minds eye" to search for things you can search for things based on memory. finally, if the classifiers become comprehensive enough they can be used for "semantic video compression" where objects are replaced by descriptions and then these descriptions are rendered to make a movie that retains the semantic content of the movie although the actual pictures are completely different. another idea is using face recognition with mixed reality to link someone's face to their SNS profiles.
@rodrigogarcia-lr2ev
@rodrigogarcia-lr2ev 2 года назад
im here from the future this is now the standar
@aravind_k28
@aravind_k28 4 года назад
I thought that was a robot walking towards him at 6:45 😂 Lol
@LouSaydus
@LouSaydus 6 лет назад
This is exactly the kind of work we need done in order to build high quality and lethal LAWS.
@HiAdrian
@HiAdrian 7 лет назад
Wonderful result, pretty impressive tbh!
@SilasJk
@SilasJk 6 лет назад
It is just the beginning of Skynet. Sound impressive!
@giovanniventilii6917
@giovanniventilii6917 6 лет назад
This should be called "how computers learn to instantly recognize objects" not "how computers learn to recognize objects instantly"
@_Luket
@_Luket 5 лет назад
Its da same thing
@aidanmoncelle8230
@aidanmoncelle8230 4 года назад
Your version has a split infinitive...
@harikrishnan_tn
@harikrishnan_tn 7 лет назад
Thank you
@redazaki9598
@redazaki9598 7 лет назад
I am looking for this application in the app store but cannot find it. Anybody can help?
@andredejager3637
@andredejager3637 6 лет назад
I am sure it was just a demo app. Go build your own it is open source.
@gametabulas
@gametabulas 2 года назад
Currently studying this under my DL module in CDAC Blr and this is just amazing.
@alphonseelric7361
@alphonseelric7361 4 года назад
Very helpful video!
@nsfa19
@nsfa19 6 лет назад
Fantastic! Congrats.
@mcerovski
@mcerovski 6 лет назад
Very informational video
@hoang.allen1
@hoang.allen1 7 лет назад
We need this for grocery shopping. I look forward to the day we don't have to scan each item individually. No more checkout lines at Costco!
@AsaadMalik1
@AsaadMalik1 7 лет назад
Awesome work!
@arturolemar7634
@arturolemar7634 6 лет назад
Skynet now has eyes. Thanks for your work
@aakashkumarcs
@aakashkumarcs 5 лет назад
Great work
@noelalkuino4069
@noelalkuino4069 5 лет назад
RU-vid: I need to inform everyone about this technology, Me: .... RU-vid recomendation 1 year later: Hey you need to be aware of this me: damn too late YT!
@davidsirmons
@davidsirmons 6 лет назад
This is one of the guys I want working for me.
@cesarbrown2074
@cesarbrown2074 6 лет назад
Sounds like a great task for Quantum computing .
@orozcohsu1
@orozcohsu1 5 лет назад
I like his desktop, what is his OS? and theme ?
@kevalrajpal4244
@kevalrajpal4244 5 лет назад
wonderful work👏👏👏👏
@carolinedesouza7570
@carolinedesouza7570 Год назад
Awesome project!!
@SinanAkkoyun
@SinanAkkoyun 5 лет назад
this man is key to future
@123goforme8
@123goforme8 7 лет назад
3:22 Skateboard? 5:47 Tie?
Далее
Как он понял?
00:13
Просмотров 108 тыс.
Kenji's Sushi Shop Showdown - Brawl Stars Animation
01:55
How Computer Vision Applications Work
13:15
Просмотров 24 тыс.
How YOLO Object Detection Works
17:04
Просмотров 36 тыс.
Has Generative AI Already Peaked? - Computerphile
12:48
Why Computer Vision Is a Hard Problem for AI
8:39
Просмотров 131 тыс.
The Death of a Violin
3:35
Просмотров 6 млн
Как он понял?
00:13
Просмотров 108 тыс.