Automating Android Games with Python: Stick Hero

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Engineer Man

Engineer Man

Күн бұрын

Automating games regardless of platform is a fun and challenging way to learn programming skills whether it's Python, JavaScript, or otherwise. Oh, and getting huge high scores is cool too.
Hope you enjoyed the video!
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Пікірлер: 488
@EngineerMan
@EngineerMan 4 жыл бұрын
Did I win? What game should I do next?
@FinanceForecastbyAI
@FinanceForecastbyAI 4 жыл бұрын
Try the game go
@aryanbhatia6992
@aryanbhatia6992 4 жыл бұрын
Please do Tower Twist it will be very interesting to see how you approach it...
@stewie055
@stewie055 4 жыл бұрын
Dark souls
@Redachouhani
@Redachouhani 4 жыл бұрын
You did bro! Big time!
@greenin5537
@greenin5537 4 жыл бұрын
What about the old classic vector
@semism
@semism 4 жыл бұрын
i didn't even know you could pass shell commands to a phone like that, let alone use python for it, thanks for sharing e-man.
@GamingGleeSquad
@GamingGleeSquad 4 жыл бұрын
I am curious after knowing this,What are you going to automate next? 😅
@DaDrummerthe1st
@DaDrummerthe1st 4 жыл бұрын
Is he sending commands to the actual phone?
@chedisLoL
@chedisLoL 4 жыл бұрын
@@DaDrummerthe1st yes, he's sending commands to the device shell
@harshavardhan6349
@harshavardhan6349 4 жыл бұрын
how do we do that?
@anirudhvallabh419
@anirudhvallabh419 4 жыл бұрын
@@harshavardhan6349 'adb' is Android debug tool, you can get it by installing android SDK for you OS. Enable usb debugging in your device developer options and connect it to your pc by a cable. Install an android emulator to show the real connected device as he does it.
@shreyassable4981
@shreyassable4981 4 жыл бұрын
EM, the creator of Stick Hero wants to know your location.
@user-eo5bh2zg2
@user-eo5bh2zg2 4 жыл бұрын
Since the guy has to run across the distance of the bridge, if you pass distance as the parameter for sleep you should get a pretty dynamic/accurate result
@gouravchouhan1790
@gouravchouhan1790 3 жыл бұрын
Someone's here is smart
@undefinedchannel9916
@undefinedchannel9916 3 жыл бұрын
distance is how long it takes for the bridge to fall but he'll also need to take in account the time it takes for the stick figure to run across.
@denic6861
@denic6861 3 жыл бұрын
@@undefinedchannel9916 you’d just have to divide the distance by the constant speed of a player moving per pixel and that’ll give you a near perfect rest time
@prenomnom5637
@prenomnom5637 3 жыл бұрын
i thought the same
@nabhyaplayz9665
@nabhyaplayz9665 2 жыл бұрын
i dont think that would work perfectly as the distance is not the same as the time the person has to hold on the screen bc the distance can be like lets say 100 px but i think holding only 0.1 sec on the screen would not make that far as you can see in the video too it sometimes drops a little bit far so its no perfect but it works so for the perfection someone would have to actually calculate the exact distnce it draws in like 1 sec and then we can get the value for 1 milli sec according to that
@ashuborhade4170
@ashuborhade4170 4 жыл бұрын
Rumor has it... Engineering Man is secretly The Stick Hero
@teenspirit1
@teenspirit1 2 жыл бұрын
The stick growth uses an easing algorithm, so at the start it grows slowly and then grows a little faster. That's why you miss on short sticks and very long ones.
@SunnyNagam
@SunnyNagam 11 ай бұрын
I bet you could account for that by making the percentage decrease with the distance by some other coefficient. Like instead of * .98 it's * (.98 - 0.000002*distance)
@Hyuts
@Hyuts 4 жыл бұрын
The flow of this video feels like the perfect speed for me.
@gouravchouhan1790
@gouravchouhan1790 3 жыл бұрын
Yeah, that exactly how everything should be. Perfect
@tommasog.5561
@tommasog.5561 4 жыл бұрын
Actually I tried to recreate the script and I found a lot easier to just find the first gap and then the little red box at the center of the second column. It worked fine
@haydencordeiro
@haydencordeiro 4 жыл бұрын
Hey can you help me set up the adb
@ishkapoor7931
@ishkapoor7931 4 жыл бұрын
hey can you help me with the same to find the gap between the pillars... I'm really confused!!!
@az-db3rd
@az-db3rd 3 жыл бұрын
I thought the same when i saw the video
@asoliev698
@asoliev698 3 жыл бұрын
Haha exactly what I was thinking
@Xevion
@Xevion 3 жыл бұрын
@@haydencordeiro Why do people ask for help on KZfaq comments? And then like the comment? Figure it out yourself dumbasses.
@bigjoepro75
@bigjoepro75 4 жыл бұрын
This was INCREDIBLY interesting! Hope you do more stuff like this in the future.
@manuelnovella39
@manuelnovella39 4 жыл бұрын
Wow, this was so much fun to see, and so interesting! Thanks! Keep doing similar stuff, I think people will love it!
@0xbitbybit
@0xbitbybit 4 жыл бұрын
This was awesome! Do more stuff like this please! Love your video style too, straight to the point and coding, keep it up :) subscribed!
@someonlinevideos
@someonlinevideos 4 жыл бұрын
This is my favorite video of yours. Thanks! Loving python after picking it up lately.
@ScadooshGoat
@ScadooshGoat 4 жыл бұрын
I love the logic used to solve problems. Want to see more videos like this.
@UpDownAndUnder
@UpDownAndUnder 4 жыл бұрын
Woah, this rekindled my interest in coding again. Nice work, EM! I would like to see how you'd do with some bullet hell games like Bullet Hell Monday
@Hasan...
@Hasan... 4 жыл бұрын
Easier way: Have the exact height for the 'Red box', and start and stop based on the distance till the Red box, without worrying about any Blacks (or even gaps) because the starting position of the Ninja remains the same on the screen.. It's a matter of minor trial and error to calibrate. Great video E-Man !
@Hakim_fz
@Hakim_fz 2 жыл бұрын
اخ حسن ايش رايك ابتدي بتعلم لغة الجافا او بايثون؟
@innerinsights224
@innerinsights224 Жыл бұрын
Someone always comes along and shortens something you thought was destined to be much more
@michaelhearmon9965
@michaelhearmon9965 4 жыл бұрын
Thank you for that, always looking for Python ideas, you've just gained a sub
@thaddaeusmegow
@thaddaeusmegow 3 жыл бұрын
Sweet and informative, thanks dude! I wanna add to the convo that ISPs will frequently reassign IPs to consumer modems and restarting it (or power events) can result in the WAN IP discussed here changing. This would require updating users and/or dns records.
@MuhammadKhalid-cv4mu
@MuhammadKhalid-cv4mu 4 жыл бұрын
This is what I needed for an automation project I have in work, thanks!😊
@wilcosec
@wilcosec 4 жыл бұрын
The end of loop sleep time could be a function of the distance.
@marnotto8269
@marnotto8269 4 жыл бұрын
Smort
@kieudung
@kieudung 3 жыл бұрын
plus some times for the character to move between 2 pillars
@DerekWelchElectric
@DerekWelchElectric 4 жыл бұрын
Looking forward to trying this, thanks for the video!
@naveenkumarpolipalli5930
@naveenkumarpolipalli5930 3 жыл бұрын
Engineering Communicated with Unparalleled Clarity 👏🏻
@dummypg6129
@dummypg6129 4 жыл бұрын
This is actually an interesting problem-solving in programming to control android. I did same trick for Piano Tile game.
@sasakanjuh7660
@sasakanjuh7660 4 жыл бұрын
Well, this one was super fun! :D Hope to see more videos of this sort! :)
@Chris-no9tn
@Chris-no9tn 4 жыл бұрын
Stumbled across this while random video hopping on KZfaq. Fantastic - I work with Python daily, and do automation with it. I never thought about applying that to android games. You have a new subscriber here. looking forward to seeing more :)
@EngineerMan
@EngineerMan 4 жыл бұрын
Welcome!
@Chris-no9tn
@Chris-no9tn 4 жыл бұрын
@@EngineerMan Many thanks! You inspired me to try out some python adb stuff myself, so I built a Sudoku Solver for the Sudoku.com Android App.kzfaq.info/get/bejne/mLp7o6p-t5fPnWQ.html Have a look if you have 30 seconds.
@jemakrol
@jemakrol 3 жыл бұрын
Python is just awesome. Great video! Beyond the scope I know but I'd scan from top-left downwards to get the proper starting location of Y without hardcoding. That would suggest breaking out the transition detection into a reusable function. Furthermore, I feel it's kinda waste if time to store the screenshot on file. Haven't tried the libs in question but if it's possible to screen cap directly inro memory I'd consider it way more neat. Finally it would be interesting to actually clock the time drawing the stick and dynamically adjust the timing along the way to get better accuracy. Of course, that's all overkill for a proof of concept as shown here. However, it does take into account good practices and interesting extensions like reusability and device independent code. I believe the code required to do it wouldn't be too complicated. Again, great video!
@seppel198021
@seppel198021 4 жыл бұрын
You make it look so easy. Bravo!
@williamdowling7718
@williamdowling7718 3 жыл бұрын
i know i'm kinda late to the party, but i just found this today. Seems like the sleep command at the end of the loop should be dependent somehow on the length of the previous transition. because a longer gap will take longer to walk across, having a set time interval isn't optimal. alternatively you could put a condition at the beginning of the loop that checks the delta of your transitions to see when the screen scrolling motion stops indicating the character has arrived at the edge of the next platform and the rest of the loop is ready to go, no waiting. Good stuff man. can't wait to see what else you've got in store for me on the channel!
@alexdominguess
@alexdominguess 4 жыл бұрын
Good job! I would have a diiferent approach on how to find the distance by finding the red square that each column has using the pyautogui that has a function that finds an specific image in the screen and return the center position of that and then do all the math you did.
@6s6
@6s6 4 жыл бұрын
Can you do a tutorial on making a basic Android app? Or go over an introduction to adb and scrcpy?
@robertpearson2143
@robertpearson2143 4 жыл бұрын
I liked the way you did the logic... and Thank you for sharing.
@fototrip9346
@fototrip9346 3 жыл бұрын
Great and simple approach. It's probably overkill but instead of 'time sleep' in the end we can pull image and as soon as previous is different from current start applying the algorithm.
@tipsbunker4431
@tipsbunker4431 2 жыл бұрын
Got it working so that he also catches the cherries! Great channel keep it up
@Nik-rx9rj
@Nik-rx9rj 2 жыл бұрын
First Cr1tikal and now you. The two Florida men that make Florida a proud state. All jokes aside, I've watched your videos for a little while and I'm a huge fan. Thanks for the videos, man!
@EngineerMan
@EngineerMan 2 жыл бұрын
You're welcome, glad they've been helpful :)
@maxikuck1308
@maxikuck1308 4 жыл бұрын
Instead of multiplying by .98, you should've subtracted by a constant value. the problem was that the stick doesnt spawn exactly at the start of the gap but a few pixel to the left.
@bsal5347
@bsal5347 3 жыл бұрын
I am currently learning python, can do some basic stuffs but i enjoy watching what these modules do even though i havent heard most of them !!!
@elijahmedrano2068
@elijahmedrano2068 3 жыл бұрын
You are an inspiration. Thanks for the awesome videos
@e5caflowne500
@e5caflowne500 4 жыл бұрын
Awesome! Keep doing! I got an idea before you begin the next game: Show us how to configure your notepad(atom, right?) and the Virtual Android environment. So we can sync :)
@klarkforgetit2642
@klarkforgetit2642 4 жыл бұрын
It would be interesting if the program would find this percentage on his own by measuring how long it takes to grow the stick a certain distance.
@Pertinate
@Pertinate 4 жыл бұрын
Btw, you can see the coordinates (it's actually the delta/change in touches) from the developer options on your android device
@bargey13
@bargey13 4 жыл бұрын
This comment saved me! if you want to turn on the dX, dY, Xv, and Yv coordinates, they are in your developer > input section.
@woosal-kc7tr
@woosal-kc7tr 4 жыл бұрын
interesting technique and funny to watch, thanks for sharing! :D
@MakeDataUseful
@MakeDataUseful 3 жыл бұрын
Thanks for sharing, this is really awesome, I had no idea there was a thing called Android Debug Bridge and that you could control it with Python! I am excited to create some tutorials controlling android from Python! Subscribed.
@eduardob5463
@eduardob5463 2 жыл бұрын
Maybe the 2.5 seconds for transition could be changed as percentage of gap. Really awesome work! Congrats!!
@MrAjmal2010
@MrAjmal2010 3 жыл бұрын
This guy is really awesome 👍👍👍 keep sharing. You motivated me to learn python after watching your videos.
@mikapeltokorpi7671
@mikapeltokorpi7671 4 жыл бұрын
Nice 1-1,5 hours coding task. Including full environment installation (had already only Pycharm). I did it some coding with openCV, as I have experience working with it - and I would assume to code more on that side, anyways. The most difficult one was to detect where the ledge the ninja was standing is *in all situations*. In that sense this is a good task also, that your phone may have different speed with keypress; I had to adjust speed by factor of 0,73. 100 climbs(?) passed already.
@DaDrummerthe1st
@DaDrummerthe1st 4 жыл бұрын
Give us more! Splendid way to learn more Python!!!
@______--_
@______--_ 3 жыл бұрын
Man that's awesome. I wish i could be as good as you are one day. :) happy coding everybody!
@DrGearHeadSS
@DrGearHeadSS Жыл бұрын
This was so interesting. It makes me want to learn how to do this.
@PLumisko
@PLumisko 3 жыл бұрын
Damn, nice one - python is so fun and easy - I need to learn it.
@Bianchi77
@Bianchi77 2 жыл бұрын
Vote up, nice video clip, thank you for sharing it :)
@lucasarnolds1596
@lucasarnolds1596 4 жыл бұрын
Great Video. Hope that similar videos are coming soon :)
@theltrain458
@theltrain458 Жыл бұрын
This was great. I am learning from you.
@r00tku
@r00tku 4 жыл бұрын
You could use a distance multiplied by a certain coefficient as sleep time. That way, you could minimize the amount of time the bot waits on shorter distances.
@Hugos68
@Hugos68 2 жыл бұрын
doesnt it move faster on longer sticks?
@r_t9419
@r_t9419 4 жыл бұрын
I learn a lot from your methodology. Tnx
@MrQuenonoscaguen
@MrQuenonoscaguen 4 жыл бұрын
Loved it!!
@simobermaki
@simobermaki 4 жыл бұрын
I've been searching for a while for a way to automate some stuff on android, i did know about adb and adb shell since i've been rooting for some years now, but damn to be able to use python as well!! that's mind blowing, is there a documentation on shell commands? Have you thought about social media automation?
@befruky5868
@befruky5868 4 жыл бұрын
you most likely will get banned by instagram twitter... if you automate follows likes as they have a limit
@Jack-yz6yp
@Jack-yz6yp 4 жыл бұрын
@@befruky5868 For this you're probably better off using selenium (unless it's something like Snapchat where you can't use a web client)
@dairop3220
@dairop3220 4 жыл бұрын
@@Jack-yz6ypYep selenium is better but I don't think it work for android, only on PC
@amrdaking1
@amrdaking1 3 жыл бұрын
it's scary seeing u code O.O u make it looks super easy
@yassinemessaoudi
@yassinemessaoudi 4 жыл бұрын
Wonderful video !
@FatLingon
@FatLingon 4 жыл бұрын
The sleep-timer could be optimized based on the distance-value, the ninja travels that distance, thus the animation time should roughly be a multiple of the distance-value + a set value.
@marcoscoding7275
@marcoscoding7275 4 жыл бұрын
I think that you can calculate the "line draw" rate, making a first screenshot then press for 1000ms then screenshot again and measure the distance (even using a photoshop or anything else), that would be a solution, I don't know if there are lags when you take screen shot, but in case of not, that would be more accurate measure
@wolfrig2000
@wolfrig2000 4 жыл бұрын
I have no idea what's going on, but it's super interesting, I'd like to learn to code and Python seems to be able to automate really well!
@TommyReady
@TommyReady 3 жыл бұрын
Wow, this is kinda cool and I didn't know possible with an emulator. Now I have to try to make my own.
@pw5687
@pw5687 3 жыл бұрын
hey mate, was wondering what software you use to get the android screen on your pc so you can see coordinates?
@madhusudhanan9278
@madhusudhanan9278 4 жыл бұрын
is there a way to get the screen shot image directly into the numpy array instead of saving it to disk and the loading. it is time consuming that's y. I'm working on automation piano tiles so I saving to disk and loading is very time consuming. pls help. Thank you
@felineentity
@felineentity 4 жыл бұрын
Taking a screenshot makes sense, but I wish there was a more "live" way of reading screen pixels in general. If you could read pixels as they update you could press the screen until a certain pixel above you turns black, always giving you the right distance.
@EngineerMan
@EngineerMan 4 жыл бұрын
I intend to experiment by using opencv to monitor the screen in real time then apply a solution in that way. Stay tuned.
@hexa-b
@hexa-b 4 жыл бұрын
@@EngineerMan your resolution is the "long pole in the tent" when it comes to using CV. For this simple task it would be suitable, however operating on text/more intricate designs makes it far less trivial. Also, maybe you can consider saving the screencap to a bytesIO object to ensure you're always operating on the correct image. You can reduce your time.sleep that way as well. Thanks for the videos! Keep it up!
@krazyinstinct
@krazyinstinct 4 жыл бұрын
Wouldn’t it be easier to search for the red box since the pillars seem to stay at the same y level all of the time?
@EduAnmoldeep
@EduAnmoldeep 3 жыл бұрын
Great Video man!, Just a doubt, what you are using to run the game ?
@benedekszabo254
@benedekszabo254 2 жыл бұрын
Hey, is there any way that you run a code like this on the phone itself? If so, what changes should I make to this code? Í'm using pydroid for Android, and its terminal can do these actions, but I have no idea if you can do the "device.shell()" part on the phone itself.
@jamboy4308
@jamboy4308 2 жыл бұрын
At least someone is going after scammers. Not the phone company. Not the government. thank you!
@rookievideos8865
@rookievideos8865 3 жыл бұрын
Maybe this is a stupid question, because I don't know much about this, but would it be a viable approach to check for the right pixel above the ninja to turn black, instead of calculating the time? I can imagine getting screenshots the whole time would be bad for performance, but I wonder if it's possible to just check for one specific pixel. If so, could it be more accurate without losing too much performance?
@thengakola6217
@thengakola6217 3 жыл бұрын
engineer man is a hero actually.... lets call him e-man
@niklaskras5498
@niklaskras5498 Жыл бұрын
if you dont want to write the image to your harddrive all the time you can use img = np.array(pil.open(io.BytesIO(image))) with numpy, PIL and io to convert it for image recognition or whatever
@samORDOCH
@samORDOCH 3 жыл бұрын
Please make more of this kind of content
@seba123321
@seba123321 4 жыл бұрын
Awesome idea!
@ghitapaints91
@ghitapaints91 4 жыл бұрын
This is sooo awesome!
@pitipatwongsittikan9636
@pitipatwongsittikan9636 3 жыл бұрын
May I ask, what emulator are you using? I'm currently using Bluestack5 and there seems to have a lot of UIs I dont need. The one in the VDO look simple and clear. How do I do that?
@avikhandakar
@avikhandakar 4 жыл бұрын
Please continue this series.
@ademdjek1253
@ademdjek1253 4 жыл бұрын
I liked your video ... That's awesome ❤️
@Richard-xu7kz
@Richard-xu7kz 3 жыл бұрын
Engineer man, nicely done. Q. If the start point is always the same and the height does not change, why not got to the row that contains the target piece, check that row for the red target RGB values and subtract the difference?
@azr_sd
@azr_sd 4 жыл бұрын
Hi Enigeer Man.. as always awesome video :) Can you please make some videos on docker and microservices ?
@mfadhilal-fatih1427
@mfadhilal-fatih1427 4 жыл бұрын
Its pretty fun to watch even though i cant program, i just love how you searching a solution from a problem and implement it on programming languange. i have one same solution (the time/pixel one). I'm thinking "can i learn program(the easy one is okay) only using online IDE on website like hackerank?", Because my mom's laptop is too scary to try to download a thing because her laptop might be become slow and she can't do work on her laptop.
@Dylan-fr5rb
@Dylan-fr5rb 4 жыл бұрын
You can, or use a lightweight text editor like vscode or atom
@yamikuro1098
@yamikuro1098 4 жыл бұрын
I would really want to see how you automate game like "Summoners War" that would be a challenge ^^
@Nirvanaki
@Nirvanaki 4 жыл бұрын
i am using autoclicker to finis hmy toa and toah. you can start with that :P
@EmM-ko7mu
@EmM-ko7mu 3 жыл бұрын
Cant you find the distance between the guys red head banner and the red dot? The RBG values of both will always be the same and always on the same x axis ?
@xxviii1765
@xxviii1765 3 жыл бұрын
Hi, is it possible to make it like that it takes a screenshot from a specific area (X, Y) not full screen with the code below? image = device.screencap() with open('screen.png', 'wb') as f: f.write(image)
@Sole880
@Sole880 4 жыл бұрын
You should show a sped up clip of your automated game at the end, like an hour of it playing the game all sped up to a minute for us to watch, and if you stick an ad the first 3 seconds in to it then you can most likely get good ad view time, just make sure you have good attention grabbing- remix making music for the sped up clip so it will take their attention before they decide to stick through the ad
@Lindrios
@Lindrios 2 жыл бұрын
Hey I'm super late to the game but a interested in trying this out! I was wondering what software is being used to link the phone to the PC like that?
@AmrMKamel
@AmrMKamel 3 жыл бұрын
Great video thank you 🙂
@DrVektor
@DrVektor 2 жыл бұрын
Which linux distro are you using and which desktop environment or theme. i like it minimal design.
@Luvice2
@Luvice2 4 жыл бұрын
It may seem a stupid question (i just started programming), but how does he open the terminal with the folder already opened? Every time i want to run a python script do i have to change the folder in the terminal? What does the dot mean when he writes ./stick_hero.py and why doesn't he write python3 to run it? PD: Sorry if these are basic questions
@jeremyshorter2641
@jeremyshorter2641 4 жыл бұрын
Using the red spot on the top of the pillar as a reference point instead of the beginning of the pillar might help to make the program shorter
@quantarp3156
@quantarp3156 3 жыл бұрын
Anyone figure out the source variance in stick length? I haven't noticed any obvious patterns from target width or distance from stick figure. Seems to typically overshoot by 20 pixels or so, but undershoots occasionally.
@YoloMonstaaa
@YoloMonstaaa 4 жыл бұрын
Use a decompiler to decompile game files determine the real time => distance equation.
@janicknorman8778
@janicknorman8778 3 жыл бұрын
Damn this is mindblowing.
@NNNedlog
@NNNedlog 2 жыл бұрын
this is incredible
@kithuto
@kithuto 3 жыл бұрын
Hi! Really good video. What are you using to emulate the phone device?
@awsumgeorge1
@awsumgeorge1 4 жыл бұрын
Small tip: Its unnecessary to write the image to a file and then open it again to read it. It probably slows the script down by quite a bit, especially with a hard drive (not ssd). Otherwise really solid video man :)
@marty40
@marty40 4 жыл бұрын
I couldn't unpack any values from the transitions. Turned out my image[value] was too low. Works now ;)
@mikaelh9584
@mikaelh9584 4 жыл бұрын
Same here :)
@KrisS-nh8lr
@KrisS-nh8lr 3 жыл бұрын
@@mikaelh9584 @Martijn Facee Schaeffer same here sir....how to solve it? change image[value] to what?
@BigerBoy
@BigerBoy 4 жыл бұрын
how do you have the coordinates panel in scrcpy? I am on a mac and it only shows my phone screen, but no coordinates.
@Jakub1989YTb
@Jakub1989YTb 4 жыл бұрын
Great idea! I was thinking about automating few android games my self too. Can you please elaborate more about how to connect the phone and get the adb working? That's the only part this video is missing.
@swing-o-gram
@swing-o-gram 4 жыл бұрын
Android is super easy to connect via ADB. All you'll need is the adb drivers and you're good to go in the command line.
@1996Pinocchio
@1996Pinocchio 4 жыл бұрын
There are probably enough videos about it on youtube already :)
@Katatonya
@Katatonya 4 жыл бұрын
you can do it through wifi too,, check google on how to
@gotia0073
@gotia0073 3 жыл бұрын
Man this is soooooo... neat....
@wirechair
@wirechair 4 жыл бұрын
Hey, awesome work! Do you know where I learn more about image analysis? Like pillow and maybe stuff to learn computational photography? Thanks in advance!
@trevorrowe5126
@trevorrowe5126 3 жыл бұрын
Georgia Tech's Masters in Computer Science program has a computational photography course, and all of the lectures are available for free online. Look up OMSCS Computational Photography and there should be a link to the lectures on the course page.
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