How do self-driving cars “see”? - Sajan Saini

Поделиться
HTML-код
  • Опубликовано: 15 окт 2024
  • Take a look at the LIDAR and integrated photonics technologies that help self-driving cars navigate obstacles, no matter the environment, weather or light.
    --
    It’s late, pitch dark and a self-driving car winds down a narrow country road. Suddenly, three hazards appear at the same time. With no human at the wheel, the car uses smart eyes, sensors that’ll resolve these details all in a split-second. How is this possible? Sajan Saini explains how LIDAR and integrated photonics technology make self-driving cars a reality.
    Lesson by Sajan Saini, directed by Artrake Studio.
    Learn more about integrated photonics: aimphotonics.a...
    Learn how integrated photonic chips are made: www.aimphotoni...
    Sign up for our newsletter: bit.ly/TEDEdNew...
    Support us on Patreon: bit.ly/TEDEdPat...
    Follow us on Facebook: bit.ly/TEDEdFac...
    Find us on Twitter: bit.ly/TEDEdTwi...
    Peep us on Instagram: bit.ly/TEDEdIns...
    View full lesson: ed.ted.com/les...

Комментарии • 506

  • @pranamyabelvai7488
    @pranamyabelvai7488 5 лет назад +894

    This narration and animation can make anything interesting

    • @bradleyhite3476
      @bradleyhite3476 5 лет назад +2

      Next “the science of taking a poop” or “how to make an average sandwich”

    • @eggheadoriginal2303
      @eggheadoriginal2303 5 лет назад +3

      IKR. Like I wish we could like watch videos in school like this! If we did I would be able to learn a lot better. I would be making 100 A's.

    • @kellyl470
      @kellyl470 3 года назад +2

      I love the narrator's voice too

  • @DaniAlexandria
    @DaniAlexandria 5 лет назад +981

    Ted-Ed always coming with the answers to question I ask in my head but never say out loud

    • @faheedxalkh
      @faheedxalkh 5 лет назад +1

      Yoi banget

    • @Cristhian_Perez
      @Cristhian_Perez 5 лет назад +1

      MATH Genius that was beautifully said

    • @jadexige
      @jadexige 5 лет назад +2

      The funny thing is that Tesla don't use Lidar due to its high cost and low reliability

    • @pauloketch4635
      @pauloketch4635 5 лет назад

      You really pretty Dani

  • @paolalafauci3444
    @paolalafauci3444 5 лет назад +70

    Thank you for shortening down to 5 minutes almost the entire course of MS Optoelectronic i took this year. Amazing how concepts such as a MZ modulator and integrated photonics can be explained in such an easy way.

  • @cheyenne9081
    @cheyenne9081 5 лет назад +39

    Ted Ed is phenomenal. I’m constantly impressed and thankful for your work in making knowledge so accessible and digestible. I’ve learned so much from watching this channel, and your videos have prompted me to delve deeper into different topics I don’t think I ever would’ve gotten the opportunity to. Thanks for all your hard work❤️

  • @daphneverse
    @daphneverse 5 лет назад +8

    I love the tone of this Narrator the most, I could listen to him all day

  • @duchi882
    @duchi882 5 лет назад +133

    *A better question*
    How does a Tow Truck drive backwards at 80 km/h and becomes a secret agent

  • @abderraoufkhodja7567
    @abderraoufkhodja7567 5 лет назад +14

    Great job, you have done a great deal of emphasis on the sensor part of a self-driving car. However, you did not mention at all the decision-making mechanism, which is in my opinion, the real challenge of self-driving, I think that video on deep learning would be highly appreciated.

  • @stormysamreen7062
    @stormysamreen7062 5 лет назад +286

    Self-driving car: "sees" a pedestrian with a club
    Self-driving car: "Why do i hear boss music?"

  • @christopherbarrett2220
    @christopherbarrett2220 5 лет назад +3

    Ted-Ed describes things with so much detail in a way that no other science youtube channel does. Thank you for that. You are an amazing teacher and educator

  • @elekashkara6456
    @elekashkara6456 5 лет назад +9

    Ted-Ed always answers my everyday questions. What a splendid RUclips channel!

  • @makarlock
    @makarlock 5 лет назад +139

    Yeah except...visual resolution of lidar (like color) is abysmal-especially for now. Like Elon said, the roads are made for eyes: rely on vision first, supplement with lidar and ultrasonics. I do have to say, mega respect to Ted-Ed, and it’s cool that they talking about the actual electronics of it.

    • @GuitarGuy650
      @GuitarGuy650 5 лет назад +2

      Then maybe pursue more scientific qualifications and publish a video yourself?

    • @mdrew44628
      @mdrew44628 5 лет назад +2

      Lidar doesn't have anything to do with color. It just generates a point cloud that is converted to a 3d image

    • @jerry3790
      @jerry3790 5 лет назад +14

      Real N He does have a point though, while Lidar as a technology is cool, camera technology is getting to a point where it’s no longer necessary.

    • @McHrozni
      @McHrozni 5 лет назад +10

      @@jerry3790 LIDAR is inherently better. With camera you're making the machine operate as a human would. That's like designing a car with legs.
      Sure, it would be cool. I love AT-ATs. But wheels are just so much more practical on a machine. Let a machine be a machine and not emulate nature when there is a better way. Eventually I expect to use a combination of LIDAR with camera backup for extra safety. An IR camera that sees through fog and in pitch darkness that is.

    • @fabischn90
      @fabischn90 5 лет назад +4

      LIDAR is better for depth resolution than stereoscopic photogrammetry. Sensor fusion wouldn't be and issue since the sensors and camera are static relative to each other

  • @Dan-bn8yo
    @Dan-bn8yo 5 лет назад +48

    wonderful animation as always!

  • @makarov-fatheroffairies8788
    @makarov-fatheroffairies8788 5 лет назад +101

    I have seen CARS movie enough times to believe cars have eyes in their windows and the ventilation as their mouth

    • @benjamindinh7612
      @benjamindinh7612 5 лет назад +2

      Makarov -Father of fairies top ten smartest people in the world

    • @momofdomandella
      @momofdomandella 5 лет назад

      👌🏻👏 congrats 🎉

    • @Adnan_Khan__111
      @Adnan_Khan__111 4 года назад

      Yes and I can feel whether the car is angry or happy.

  • @vjazz9374
    @vjazz9374 5 лет назад +9

    Havent thought of this before! The scientists and engineers who invented LIDAR are really innovative. Can LIDARs see color too?

  • @briannabushman7677
    @briannabushman7677 2 года назад +2

    As someone who doesn't drive for health reasons and wants a fully autonomous vehicle in the future, this was really informative on how self-driving cars actually work! Thanks Ted-Ed :)

  • @yasser5846
    @yasser5846 5 лет назад +358

    But Tesla doesn’t use Lidar, so we need another video

    • @jasperizak123
      @jasperizak123 5 лет назад +24

      Yup. Elon does not like LiDAR

    • @xtra_612
      @xtra_612 5 лет назад +7

      He is using golems

    • @zodiacfml
      @zodiacfml 5 лет назад +46

      They need another title like "HOW LIDAR WORKS". Self driving is not exclusive to cars using LIDAR.

    • @Qual_
      @Qual_ 5 лет назад +16

      @@jasperizak123 That's not true at all. They implemented it into the Dragon Cargo to dock with the ISS. He just said it's useless in a model driven by cameras and neural networks.

    • @leonidasthompson2380
      @leonidasthompson2380 5 лет назад

      how do you know 🤓🤓🤓🤓🤓🤓🤓🤓🤓🤓🤓🤓🤓🤓🤓

  • @0901강민재
    @0901강민재 4 года назад +1

    무인자동차가보는 방법을 구체적으로 배워보는 좋은 시간이 되었습니다. 무인자동차의 과학적원리가 참 대단해 보였습니다. 저의 궁금증이 하나 더 해결되었습니다. 좋은 영상 감사합니다.

  • @DMacB42
    @DMacB42 2 года назад

    Some of the best narration on RUclips

  • @royal6355
    @royal6355 5 лет назад +1

    This channel deserves more likes and views.

  • @arfn1973
    @arfn1973 5 лет назад +41

    TED-Ed awsering question, that i may never use in real life.
    This why they're the best!

  • @avramdanielenriquez6909
    @avramdanielenriquez6909 3 года назад +2

    What a great and simple explanation of solid state lidar, I am impressed!

  • @stormysamreen7062
    @stormysamreen7062 5 лет назад +90

    4:58
    Person who manufactured the car: "Am I a joke to you?"

    • @ghostderazgriz
      @ghostderazgriz 5 лет назад

      Machines do most of that work as well to be honest.

    • @stormysamreen7062
      @stormysamreen7062 5 лет назад

      @@ghostderazgriz But their work cannot be counted as labour.

    • @ghostderazgriz
      @ghostderazgriz 5 лет назад

      @@stormysamreen7062 exactly?

  • @TheRock-zo7zl
    @TheRock-zo7zl 5 лет назад +4

    Another gem from TED after long time 💎❤️

  • @ChanwooPark-me1wc
    @ChanwooPark-me1wc 2 года назад +1

    어릴 때는 공상과학 영화에서만 나오는 내용이라고 생각했지만, 지금 실제로 시험 운행 중에 있는 자율주행 자동차들을 보면 정말 기술이 많이 발전했다는 것을 느끼고 있습니다. 저는 자율주행 자동차들이 내장되어 있는 카메라로 주변 환경을 본다고 생각했는데, 이 영상을 보니 오히려 박쥐가 초음파를 이용해 길을 찾는 방법과 더 유사한 것 같습니다. 유익한 영상 감사합니다!

  • @KhushiGupta-ou7cd
    @KhushiGupta-ou7cd 4 года назад

    Keep posting these type of animations to help us learn practically......

  • @naveenrraj
    @naveenrraj 4 года назад

    Good learning....ted make rockz...brave voice. Clear and sharp to listen..

  • @ibrahimabdalla1642
    @ibrahimabdalla1642 5 лет назад +1

    keep up the good work, thanks for explaining complex things simply,

  • @Brainstorm69
    @Brainstorm69 5 лет назад +4

    I highly recommend Lex Friedmans series on autonomous vehicles. Great introduction into the self driving space.

  • @amayaphotos8016
    @amayaphotos8016 Год назад +1

    A vey satisfying video.

  • @osse1n
    @osse1n 5 лет назад +21

    *They are watching us - ALWAYS*

  • @thatgamerboy3467
    @thatgamerboy3467 Год назад

    I think we can all agree that, this person is our favorite ted-ed narrator.

  • @lmfao7224
    @lmfao7224 5 лет назад

    Forever answering questions I never asked but am fascinated by the answer

  • @harikishore2514
    @harikishore2514 5 лет назад +5

    We take technology as granted we don't realize how complex it is until someone make video like this.

  • @exoticmatter9546
    @exoticmatter9546 5 лет назад

    As always sooting voice of narrator and intelligible animation

  • @chinmayrishu1536
    @chinmayrishu1536 5 лет назад

    👌
    I love you people who create this video.

  • @hungvu2774
    @hungvu2774 5 лет назад +1

    That is actually a question I still wonder until now, though, thank you.

  • @ritakirillos6231
    @ritakirillos6231 5 лет назад +1

    The best answers and information

  • @thegamecracks1317
    @thegamecracks1317 5 лет назад

    1:53 I would suggest thickening the beam, and using a color other than green to represent light bouncing back. The green beam is harder to see because it is against a blue background, and it practically disappears if viewed on the lowest resolution, 144p.

  • @safetyfor2833
    @safetyfor2833 Год назад

    Crazy! These people are incredible

  • @franklin7243
    @franklin7243 5 лет назад +1

    Ted Ed needs to open a school these vids are so great

  • @senor_nathak
    @senor_nathak 5 лет назад

    You are best at explaining

  • @haltarys
    @haltarys 5 лет назад

    Damn ! You're uploading this video right after i created a self driving car program !

  • @sathvik9487
    @sathvik9487 5 лет назад

    thanks ted-ed i was planing to make a project on it and you just made it more intresting

  • @CultureIsKey
    @CultureIsKey 2 года назад +2

    I studied physics then dropped out of my full ride with my kid years ago. I did develop an ego because of it because I thought I knew everything. Finding years’ old videos of Ted that I hadn’t realized I missed completely, I realize I know nothing.

  • @kristalynncreates
    @kristalynncreates Год назад

    So when these things grow in popularity, how safe are they going to be for incoming traffic? When I'm driving down a single lane highway and someonens coming at me with their headlights on its uncomfortable for a few moments. But if I'm constantly exposed to lasers as I meet these vehicles on the single lane highway what will that do over time to my eyesight?

  • @ASLTheatre
    @ASLTheatre 5 лет назад

    This makes you appreciate your eyes. Your eyes and brain does this naturally.

  • @suntzu2102
    @suntzu2102 5 лет назад +2

    TedEd astounds yet again!
    #TedEd-at-its-best!

  • @stormysamreen7062
    @stormysamreen7062 5 лет назад +13

    2:27 "Use something else"
    Literally

    • @ghostderazgriz
      @ghostderazgriz 5 лет назад +2

      Oh I just noticed that it's labeled that way xD that's hilarious.

  • @naveenraj2008eee
    @naveenraj2008eee 5 лет назад +1

    Another amazing video with great animation ted-ed...
    Iam fan of your channel.. It gives me more knowledge
    Thank you ted-ed...🙏👍

  • @Domesticgoddess12
    @Domesticgoddess12 5 лет назад

    My IQ has risen! Thank you for answering the questions I ask myself in my head!!!!

  • @eriksvensson9484
    @eriksvensson9484 5 лет назад +78

    ‘Anyone relying on lidar is doomed,’ -Elon Musk

  • @arun279
    @arun279 5 лет назад

    LiDAR is not the only solution to self-driving. It has a lot of advantages, but also just as many disadvantages. The sensors are very expensive. Resolving the detailed features of objects in front of it is not very precise from off-the-shelf low-res hardware which a lot of these cars are equipped with. Plus, the current transportation infrastructure is created for visual perception, because it's driven by people who use visual perception to navigate vehicles; there is something to be said for a solution that uses visual data to navigate over LiDAR.

  • @meso_p
    @meso_p 5 лет назад

    thanks for the lesson ted

  • @poweroffriendship2.0
    @poweroffriendship2.0 5 лет назад +29

    _HOW DO SELF-DRIVING CARS "SEES"..._
    *Pixar:* Hold my vodka

    • @ATERAH
      @ATERAH 5 лет назад +2

      Lol

    • @hhampole
      @hhampole 5 лет назад +1

      Good one...Lol.

  • @osse1n
    @osse1n 5 лет назад +3

    *As our mobile phones know where we are, where we should go and where is the nearest coffee shop.*
    We are being constantly tracked.

  • @Lavender_animegirl345
    @Lavender_animegirl345 5 лет назад +3

    I wonder what quality content I would watch if Ted Ed didn't exist?

  • @arfn1973
    @arfn1973 5 лет назад +26

    2020 vision?
    I see TED-Ed is cultured organization as well.

    • @jerry3790
      @jerry3790 5 лет назад +3

      I can’t see into the future because I don’t have 2020 vision.

  • @showaibzaman400
    @showaibzaman400 5 лет назад

    Love your animation 😇 and the narrator.

  • @mrhadron6692
    @mrhadron6692 5 лет назад

    I like your videos so much it really is a great educational channel

  • @manu40729
    @manu40729 5 лет назад

    Mesmerising !

  • @acthree7781
    @acthree7781 5 лет назад +2

    My English is bad , so... hope you guys can understand my meaning ,
    I have a question , if one super short laser into the another LIDAR system will have problem?

  • @IELTSMR
    @IELTSMR 6 месяцев назад +1

    it is just awesome

  • @sriram3710
    @sriram3710 5 лет назад

    How it would detect fast moving obstacles like an animal running across the road ,we humans will switch to right if it's running from right to left ,but what will the automated car do ? Will it automatically stop until it crosses?

  • @tedyto97
    @tedyto97 5 лет назад +1

    I've literally been asking this question in my mind a lot haha!

  • @TheEshanDas
    @TheEshanDas 5 лет назад

    Brilliant video. But i believe detection is not the main problem currently, but the main problem is to identify and track objects reliably. And also the ethical dilemma (which is already explained in another ted-ed video).

  • @thelovewillgone
    @thelovewillgone 5 лет назад

    Nice, I work with lidar to use on self driving car in California

  • @princemidus8211
    @princemidus8211 5 лет назад +46

    Except Tesla doesn't use Lidar and is the best self-driving car on the road today

    • @jojodroid31
      @jojodroid31 5 лет назад +8

      Tesla cars aren't self driving, only Level 2

    • @johnwisdomtv
      @johnwisdomtv 5 лет назад +9

      @@jojodroid31 Elon Musk is offended by this video. He shat on Lidar at the latest tesla presentation xD

    • @shivamtyagi677
      @shivamtyagi677 5 лет назад +3

      Lidar is costly, heavy and bulky, and not completely reliable. Elon is right

    • @NimbleBard48
      @NimbleBard48 5 лет назад +3

      @@shivamtyagi677 From your answer I recon you watched Real Engineering's recent video.

    • @Dahxelb
      @Dahxelb 5 лет назад +4

      Isn't that mostly a cost question though? If you'd build self driving car with all the best tools, no matter the cost, LiDAR would probably be used. Sense Tesla also want their cars to be affordable, they're using technologies that are cheaper to implement today, at least that's what I've heard.
      Once LiDAR becomes more affordable and possible at size scales described in this video, Tesla will probably switch to use LiDAR, but will probably still use their software that they're currently pushing to develop and refine.

  • @0xjrr
    @0xjrr 5 лет назад

    Nice presentation, but the real question is what happens when multiple lidars interfere with one another. The chances are low because of the time scales, but if there's a sufficient number of self-driving cars, there's got to be lidar pulse sync at some point between 2 or more cars.

  • @haanpham4667
    @haanpham4667 5 лет назад

    We are assuming that 3 obstacles stay still. What if that deer get panic and jump suddenly or a car appear out of a corner ? Is the car be able to see it coming ?

    • @oonmm
      @oonmm 5 лет назад

      Then you blame the deer.

  • @ucanhngo6787
    @ucanhngo6787 5 лет назад +1

    Good video

  • @anshuman_eek
    @anshuman_eek 5 лет назад

    I love those quotes before videos 📕👏

  • @obayalkaseeh6509
    @obayalkaseeh6509 5 лет назад

    Quite interesting. Top-notch narration and animation. Loved it❤

  • @lelenovo6296
    @lelenovo6296 5 лет назад

    this is some hardcore electrical engineering, humans did come a long way

  • @GeoAlex71
    @GeoAlex71 5 лет назад

    TED-Ed again with super simple animation and great explanation, Keep Going >>

  • @polari6196
    @polari6196 5 лет назад

    Oh nice one of the first time to be here so early

  • @anindyamondal
    @anindyamondal 3 года назад

    “Imagination is more important than knowledge. For knowledge is limited to all we now know and understand, while imagination embraces the entire world, and all there ever will be to know and understand.” - Einstein.

  • @emviep8646
    @emviep8646 5 лет назад

    I wish it's applicable to blind people for navigation especially on detecting the height of obstacles... So they know what next step is... Well, there's a limit to everything

  • @usama57926
    @usama57926 5 лет назад +1

    wow thank u so much sir

  • @globin3477
    @globin3477 5 лет назад

    So, why do the cars need such fine vision resolution? If something is smaller than a few centimeters, it can probably be ignored.

  • @MadieMiller-Hapie_Madie101
    @MadieMiller-Hapie_Madie101 5 лет назад +1

    thank you TED-Ed for this wholesome break from the James/Tati drama

  • @anuradhakulkarni7390
    @anuradhakulkarni7390 5 лет назад

    I got a self driving car ad before this!

  • @a-wanderingcloud0-014
    @a-wanderingcloud0-014 5 лет назад

    Amazing 👍🏻

  • @samgarlick9690
    @samgarlick9690 5 лет назад

    I'm actually a team leader for a self driving racing car competition in the UK 'FS-AI'. This is a top quality video, however, LiDAR hasn't quite been explained perfectly becuase even the best LiDAR radars only see a very limited slice of the world. Whilst we have LiDAR it's kinda useless, the limited slice that the LiDAR can see makes it very difficult for object recognition as there simply isn't enough data coming from the LiDAR to make any reasonable assumption of the object. We use the Robosense V16 Lidar, which, despite it's high price tag is simply not useable. To get better resolutuion you have to pay vast amounts of money even though they fundemantly have the same issue. What we use instead is stereo vision (Zedd Camera) as you're able to make better object detection useing each image from the camera and using machine vision and the principles of the Fundemental Matrix, we're able to rebuild a higher quaility map of the world.

    • @selene8734
      @selene8734 11 месяцев назад

      But zedd cam that doesn't imtegrated by some kind of 3d lidar, doesn't give accurate results especially under extreme weather conditions. How did you manage to do that?

    • @samgarlick9690
      @samgarlick9690 11 месяцев назад

      @@selene8734 Firstly, neither does LiDAR in those situations. We solved it using multiple cameras, and a model train on sensor fusion for the various weather conditions

  • @fullStackInKannada
    @fullStackInKannada 5 лет назад

    Nice video, worth Watching :)

  • @zucmaidik1442
    @zucmaidik1442 5 лет назад

    When the laser bounces off of things, doesn't it travel away from the laser?
    How does the car receive the laser? Does it really travel straight back, even when the surface isn't perpendicular?

    • @omsuryawanshi5478
      @omsuryawanshi5478 Год назад

      part of gets deflected and some traces back the same path

  • @hsaqib8995
    @hsaqib8995 5 лет назад

    Thank you

  • @confused_horse
    @confused_horse 2 года назад

    How does a Lidar system distinguish between its own reflected impulses and ones emitted by an ongoing car which is suited with the same system?

  • @RHGM71
    @RHGM71 5 лет назад

    Collecting cloud of several million precisely positioned 3D points is kind of easy. Figuring out the actual object from that cloud, now THAT is a challenge!

  • @harrylarry205
    @harrylarry205 5 лет назад

    Good video! I subscribed and liked!

  • @wilsonng1489
    @wilsonng1489 5 лет назад

    If the road is full of self-driving cars using LIDAR, will they wrongly detect the others' signal and cause accident?

  • @avinashmuraleedhar
    @avinashmuraleedhar 5 лет назад

    Awsome work❤

  • @siddharthmaurya3675
    @siddharthmaurya3675 5 лет назад

    Hey @Ted-ed, how come light Ray possibly get reflected and absorbed in a sensor, Radar, sonar works on the reflection of the waves, but how come light???

    • @xponen
      @xponen 5 лет назад

      light ray, radar, and sonar are all waves. They are same, they work the same way. Can you ask again what you're asking?

  • @cyanx14
    @cyanx14 5 лет назад +18

    Self-driving car: *sees an insect 10 meters infront.*
    Self-driving car: *Drifts like Vin Diesel.*

  • @AL_O0
    @AL_O0 5 лет назад

    Whatever a Mach-sender modulator is, it sure sounds like it is cool

  • @dragonhall3526
    @dragonhall3526 5 лет назад +1

    I'm purchasing this car....

  • @necromax13
    @necromax13 5 лет назад +3

    I'm gonna take my *self driving car* to the old town roooooad

  • @asmhsn6968
    @asmhsn6968 5 лет назад +9

    Being the best in pioneering self driving currently, Elon Musk doesnt support Lidar in cars. He says its worthless and that cameras are far better. Elon also said that he isn’t against Lidar, as SpaceX use them for space station docking, but it just doesnt make sense in cars.

    • @MarkWTK
      @MarkWTK 5 лет назад

      was about to comment this. thanks for educating others :) Elon Musk rocks!!!

    • @JWFitz
      @JWFitz 5 лет назад +3

      The problem with Lidar that Musk describes is that they are (currently) expensive and large. However, in the near future devices such as those shown in the video will become available, probably at a fraction of the current cost of lidar systems. At that point, any autonomous vehicles would probably choose lidar's superior accuracy and depth perception over the advantages offered by cameras.

    • @yansakuya1
      @yansakuya1 5 лет назад

      @@JWFitz I am pretty sure they are just going to use both.

    • @stachowi
      @stachowi 5 лет назад

      @@JWFitz just "seeing" the object is HALF the battle, then you need to identify what it is... think a plastic bag blowing across a highway. Telsa is using cameras (with color) and big data to solve the second half of the problem. They have billions of miles worth of data identifying animals, people, bikes, etc... where the companies using Lidar only have a depth map.

    • @abcdxx1059
      @abcdxx1059 5 лет назад

      @@stachowi no they don't what age you smoking they just have video footage no one is going to label billion miles not video by hand you Dumbo

  • @kingdean3574
    @kingdean3574 5 лет назад

    I love ted ed 💞♥️😍

  • @Sivah_Akash
    @Sivah_Akash 5 лет назад

    Doesn't short wavelength allow us to see more details than long wavelengths?

  • @shinchanthebest
    @shinchanthebest 5 лет назад +1

    118 liker and 7 minutes ago uploaded AND NOTIFICATION SQUADD!!!