Object Detection OpenCV Python | Easy and Fast (2020)

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Murtaza's Workshop - Robotics and AI

Murtaza's Workshop - Robotics and AI

Күн бұрын

Пікірлер: 727
@murtazasworkshop
@murtazasworkshop 4 жыл бұрын
If you would like to follow along, here are the prerequisites: 1. Pycharm IDE with opencv installed 2. Coco.names file 3. Config and Weights file 4. Test image or webcam All the files can be downloaded from the below link under the "Intermediate" section by the heading "Object Detection Opencv" www.murtazahassan.com/courses/opencv-projects
@LearningTechCom
@LearningTechCom 3 жыл бұрын
" classIds, confs, bbox = net.detect(img,confThreshold=thres" this code getting error" what can i do
@mrSolo295
@mrSolo295 3 жыл бұрын
there is nothing inside "-----Intermediate----" section??
@yunusemre9044
@yunusemre9044 3 жыл бұрын
I can't find the files under the intermediate section. Can u please share them again? We love the video, it rocks!
@bobyau8755
@bobyau8755 Жыл бұрын
The weights Are in the dataset folder downloaded from kaggle
@yenupurigyaneswarasaikumar650
@yenupurigyaneswarasaikumar650 Жыл бұрын
classIds, confs, bbox = net.detect(img, confThreshold=thres) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ i am getting error
@pete1231
@pete1231 3 жыл бұрын
This was great, so easy and quick. I watched so many other tutorials and there are always a million dependencies and errors, this was awesome, thanks!
@_BENJOSEPH
@_BENJOSEPH 3 жыл бұрын
how to download COCO dataset?
@karatekidj1380
@karatekidj1380 3 жыл бұрын
Peter, could you possibly help me with fixing my error?
@parthverma7089
@parthverma7089 2 жыл бұрын
i am having issues in getting the resource files such as ssd mobile net v3 and frozen inference....can u plz help me
@Ibloop
@Ibloop 5 ай бұрын
@@parthverma7089 ​ If you still care go to the link in the description under download code, and then enroll for the course and then go to the lesson that says "Code Files" and then download the files at the top, it might not notify you that you downloaded the files but they will go onto your system
@hilmannaufal7128
@hilmannaufal7128 4 жыл бұрын
8:48 "Sometime time it good to be lazy" quote of the day😁
@bryanirvine3914
@bryanirvine3914 4 жыл бұрын
Wonderful tutorial. Thank you so much for sharing your knowledge for free, you make the world a better place.
@murtazasworkshop
@murtazasworkshop 4 жыл бұрын
You are so welcome!
@universalduggal1708
@universalduggal1708 3 жыл бұрын
I went on your website to see the weight files and couldn't find them. Where are they?
@ddtdilireba
@ddtdilireba 3 жыл бұрын
yes...I also couldn't find it
@mark_coker
@mark_coker 3 жыл бұрын
www.computervision.zone/topic/basic-code/
@am_editz9145
@am_editz9145 2 жыл бұрын
Those are paid 😥
@llewsub
@llewsub 4 ай бұрын
@@am_editz9145 So this whole tutorial is a waste of time then lol wtf
@qweqwe-kd4yc
@qweqwe-kd4yc 4 жыл бұрын
Good Job Murtaza. Hello from Turkiye to Pakistan
@luisfernandomanzano9953
@luisfernandomanzano9953 2 жыл бұрын
This is just gold. Thank you so much Murtaza I'm a broke student but eager to dive into Computer Vision and thanks to your altruism in making this content I am can to learn something that otherwise I would not be able to. Thank you
@parthverma7089
@parthverma7089 2 жыл бұрын
i am having issues in getting the resource files such as ssd mobile net v3 and frozen inference....can u plz help me
@nobody-kn9kw
@nobody-kn9kw 10 ай бұрын
I gotta say, this video was just what I was searching for, great work man!!!
@yamzthe
@yamzthe 9 ай бұрын
I have error in classIds,confs,bbox=net.detect(img,confThresholf=thres) Assertion failed, !ssize.empty() in function What should I do?
@reold
@reold 4 жыл бұрын
Good Job from India to Pakistan! (Others are saying you live in pakistan)
@ezzeldin101
@ezzeldin101 3 жыл бұрын
Sir can you put the links of the resources files in the description, please? We cannot perform anything without these files.
@mohammedkamran8559
@mohammedkamran8559 2 жыл бұрын
Did u get those files??
@mohammedazzan7529
@mohammedazzan7529 2 жыл бұрын
@@mohammedkamran8559 did you get them?
@krizz5825
@krizz5825 Жыл бұрын
​@@mohammedazzan7529 ys
@omereroglu6772
@omereroglu6772 Жыл бұрын
@@krizz5825 how?
@allenqueen
@allenqueen 2 жыл бұрын
You sir, are a god amongst men.
@sohailali5741
@sohailali5741 4 жыл бұрын
Excellent tutorial.! Can you please make a tutorial on how to train Object Detection models using our own dataset?
@shaik.gulshanmohiddin5966
@shaik.gulshanmohiddin5966 4 жыл бұрын
towardsdatascience.com/creating-your-own-object-detector-ad69dda69c85 u can check here!!
@گیمینگ
@گیمینگ 3 жыл бұрын
Chekc the ai guy gethub he is explaining everything good but not perfect, I need a video as you said to
@brokeunistudent2474
@brokeunistudent2474 3 жыл бұрын
@@shaik.gulshanmohiddin5966 hey shaik, im having some issues with the installation, could you help me solve it? cannot import name 'model_lib_v2' from 'object_detection"
@mmf3775
@mmf3775 4 жыл бұрын
Great Tutorial Murtaza .from Iran to Pakistan
@atulchandradash8477
@atulchandradash8477 4 жыл бұрын
Awesome Sir ...... This the one of the best video i seen in youtube......you code are esay to understand.....thank so much sir... That One is really esay to use .....
@Cosyboy012
@Cosyboy012 3 ай бұрын
very helpful. Thank you so much
@mohammedsadiq69
@mohammedsadiq69 Жыл бұрын
This is my first video of its and it's the third time in watching it today so I pressed the big red button directly
@amirhosseinesteghamat7621
@amirhosseinesteghamat7621 4 жыл бұрын
Can you please give straight link to the dataset and the files you add to project at the start of video
@vyjayanthiseshadri4318
@vyjayanthiseshadri4318 3 жыл бұрын
thank you soo muchh!Very informative and detailed video
@StormRaider2010
@StormRaider2010 3 жыл бұрын
Thanks a lot for the tutorial, as usual well explained and straight to the point. Can you please point me to where I can download all the files you have imported at the start of the lesson. I can't find them. Thanks
@mohammedkamran8559
@mohammedkamran8559 2 жыл бұрын
Did u get them??
@aniketkumarsingh2849
@aniketkumarsingh2849 2 жыл бұрын
@@mohammedkamran8559 yes i need them'
@zerlinalilin
@zerlinalilin 9 ай бұрын
It's work! thanks a lot!!!
@alasthereshopeforyou.1719
@alasthereshopeforyou.1719 Жыл бұрын
Thank you very Much. This has been very very helpful!
@shepbryan4315
@shepbryan4315 3 жыл бұрын
This was super helpful! Your live coding is very impressive. Thanks!
@mcmouli2002
@mcmouli2002 3 жыл бұрын
Excellent explanation. You made me to fell in love with openCV.
@Idan_Nesimov
@Idan_Nesimov 3 жыл бұрын
what means box[2] and box[3] ?
@hilaryyee
@hilaryyee Жыл бұрын
Thanks for the video! Love it! Can you do a tutorial on adding custom classes to the coco dataset for Object Detection with OpenCV Python? :)
@AI_CANISTER
@AI_CANISTER 4 жыл бұрын
i dont understand why videos like this still get people who dislike it......
@gksugidivya675
@gksugidivya675 8 күн бұрын
🎉🎉🎉 same feeling broo
@venrajful
@venrajful 4 жыл бұрын
Excellent tutorial. I'm currently working on a project that requires an ai to be able to recognize 4 different objects and then determine their orientation orientation this helped a lot with recognition.
@murtazasworkshop
@murtazasworkshop 4 жыл бұрын
Glad it was helpful!
@venrajful
@venrajful 4 жыл бұрын
@@murtazasworkshop It indeed was. The big challenge is now how to determine how the object is oriented relative to the camera. Found a lot of papers online but no real explanation on how to do it.
@edimameyanga3884
@edimameyanga3884 3 жыл бұрын
@@murtazasworkshop Where can i download the coco dataset from? And the .pb file? please
@krizz5825
@krizz5825 Жыл бұрын
I am also working on a project, will this program work on Arduino?please reply
@yamzthe
@yamzthe 9 ай бұрын
I have error in classIds,confs,bbox=net.detect(img,confThresholf=thres) Assertion failed, !ssize.empty() in function What should I do?
@cyberthunder1012
@cyberthunder1012 3 жыл бұрын
love your work from bangladesh
@kelixoderamirez
@kelixoderamirez 2 жыл бұрын
permisiion to learn sir. thank you
@Python-eu7ok
@Python-eu7ok 2 жыл бұрын
Thanks Really Helpful I love 🌹 your videos
@2000varma
@2000varma 3 жыл бұрын
Excellet tutorial! Can you please explain why we have set the input parameters(Size, Scale, Mean, SwapRB) to the net object?
@parthverma7089
@parthverma7089 2 жыл бұрын
i am having issues in getting the resource files such as ssd mobile net v3 and frozen inference....can u plz help me
@albertjackinson
@albertjackinson 4 жыл бұрын
I will definitely put this to use in my own project sometime! Thank you for making this tutorial.
@shova524
@shova524 3 жыл бұрын
Can i get your project name?
@hackercop
@hackercop 3 жыл бұрын
Thanks so much for making this, I learn't a lot from you.
@irvinsanchez3405
@irvinsanchez3405 2 жыл бұрын
What cam are you using?, Are you using a ESP32?
@bhubeshsr6281
@bhubeshsr6281 4 жыл бұрын
need weekly thrice videos like these please I am sharing this with all my friends
@dennisasamoah2213
@dennisasamoah2213 4 жыл бұрын
great tutorial from a great teacher
@amjadmoughal
@amjadmoughal Жыл бұрын
Good work keep it up bro.
@dinmalikogli5983
@dinmalikogli5983 3 жыл бұрын
jazakallahu khoyron bro
@cealisher
@cealisher 3 жыл бұрын
It worked thanks alot
@kanonghaemi2444
@kanonghaemi2444 4 жыл бұрын
you are BEST . tanx for sharing .
@هاجرأسامة-و3ز
@هاجرأسامة-و3ز 4 жыл бұрын
Thank you! I have a question. How can I get the config and weight files?
@mathandscienceeveryday1339
@mathandscienceeveryday1339 4 жыл бұрын
I have the same question
@gabetower6165
@gabetower6165 4 жыл бұрын
Follow the first link in the discription. And enrole it's free.
@Ibloop
@Ibloop 5 ай бұрын
@@gabetower6165 The link in the course doesn't work anymore
@sayanmondal161
@sayanmondal161 2 жыл бұрын
SystemError: returned a result with an exception set Sir can you help me out with this? I've searched for this error in several places but can't seem to be of help... I'm using VS Code as a platform... Thank You
@michaelderamus662
@michaelderamus662 2 жыл бұрын
Does this work anymore? I'm getting an error for the following. net = cv2.dnn.DetectionModel(weightsPath, configPath) AttributeError: module 'cv2.dnn' has no attribute 'DetectionModel'
@jeremypei3610
@jeremypei3610 3 жыл бұрын
Thank you so much sir!!!!!!!
@humpreyzoeagustin7958
@humpreyzoeagustin7958 3 жыл бұрын
Hi I'm a computer engineering student from the Philippines, I am thankful for your videos this video helps me a lot and I am also currently enrolled at your website and I'm very thankful for this :)))))
@yamzthe
@yamzthe 9 ай бұрын
I have error in classIds,confs,bbox=net.detect(img,confThresholf=thres) Assertion failed, !ssize.empty() in function What should I do?
@RaghunathTambde
@RaghunathTambde 9 ай бұрын
Check the VideoCapture if it is "1" make it "0"
@AHMADKELIX
@AHMADKELIX 2 жыл бұрын
permission to learn sir.thanks you
@서주아이스주-s6c
@서주아이스주-s6c 3 жыл бұрын
Thank u verry much i love you❤️❤️
@hackercop
@hackercop 3 жыл бұрын
You are a hero!
@hiteshsingh2222
@hiteshsingh2222 4 жыл бұрын
Incredible... Thanks for the effort and time
@lorddevincecifra3200
@lorddevincecifra3200 3 жыл бұрын
How to connect the camera to the laptop? In order for it to access the program. And does this needs a microcontroller?
@aykutsirma4260
@aykutsirma4260 3 жыл бұрын
I am getting this error: net = cv2.dnn_DetectionModel(weightsPath,configPath) AttributeError: module 'cv2.cv2' has no attribute 'dnn_DetectionModel' Do you know or anyone know how to solve this problem? thank you.
@nadeemshaikh9257
@nadeemshaikh9257 4 жыл бұрын
Assalamualykm bro yr videos help me alot ♥
@cybercity2374
@cybercity2374 2 жыл бұрын
For real man you inspired many of my main projects on AI. Thank you
@FaisalR
@FaisalR 3 жыл бұрын
awesome thanks for the tutorial
@pagbigl2977
@pagbigl2977 3 жыл бұрын
how to solved net = cv2.dnn_DetectionModel(weightsPath,configPath) SystemError: returned a result with an error set
@madshyrup4226
@madshyrup4226 3 жыл бұрын
Have you fixed it? I'm having the same problem
@guhanprabhu8513
@guhanprabhu8513 3 жыл бұрын
@@madshyrup4226 did you fixed it? i also having same problem and could you tell that where did you det config and weight files i get it from a github page. thanks in advance
@sakshamsinha5164
@sakshamsinha5164 3 жыл бұрын
Yes plz tell having same problem wat to do
@hoavannguyen8275
@hoavannguyen8275 3 жыл бұрын
@@sakshamsinha5164 I think your weight file was broken. Download a new file
@Renatic123
@Renatic123 3 жыл бұрын
Where can we found the fronzen_interference_graph? Thank you
@antoinelangevin2955
@antoinelangevin2955 3 жыл бұрын
"Speed and accuracy" The mouse = Hot Dog 0:08
@mr.anonymous8410
@mr.anonymous8410 3 жыл бұрын
Thanks a lot bro.
@vikky452
@vikky452 Жыл бұрын
sir please help, its showing Traceback (most recent call last): File "H:\object_detection\object_d.py", line 31, in cv2.putText(img,classNames[classId-1].upper(),(box[0]+10,box[1]+30), IndexError: list index out of range
@ibbsinn
@ibbsinn 10 ай бұрын
same , did you find the fix?
@patrickpuentelml4958
@patrickpuentelml4958 4 жыл бұрын
I love it this video. GREAT JOB :) Murtaza's you are an expert in this field I need your help How can I custom and training my own SSD MOBILENET ? I want to recognize my own object but with a CNN like this video i don't want to use the Haar Cascade method. Plese I'm working in my last project and for me is more cool using SSD MOBILENET with a predictions instead using HaarCascade. Please could you made a video training your own SSD MOBILE NET please, please, please
@YaMaxim
@YaMaxim 2 жыл бұрын
Why do you put the wrong link for your code? Download code doesn't mean buy courses! :(
@junkmauler
@junkmauler 2 жыл бұрын
Can you do a video on how to train new objects from a collection of images? Your content is great!
@parthverma7089
@parthverma7089 2 жыл бұрын
i am having issues in getting the resource files such as ssd mobile net v3 and frozen inference....can u plz help me
@dompower500
@dompower500 4 жыл бұрын
Since your videos are always easy to follow and efficient, we are eagerly waiting sir. Thsnk you for working hard to bring excellent tutorials. Can you pls cover a subject how to control relay or any device from pyCharm running on windows? (Bcs of GPIO, I will be able to do in Raspberry)
@murtazasworkshop
@murtazasworkshop 4 жыл бұрын
Hi . There is a similar tutorial i have done that communicates with arduino using serial communication and controls a servo . You can check that. kzbin.info/www/bejne/iqrQiX2MoJJ8bLM
@dompower500
@dompower500 4 жыл бұрын
@@murtazasworkshop Thank you very much sir.
@parthverma7089
@parthverma7089 2 жыл бұрын
i am having issues in getting the resource files such as ssd mobile net v3 and frozen inference....can u plz help me
@mohammedazzan7529
@mohammedazzan7529 2 жыл бұрын
@@parthverma7089 did you get the solution? i too am having problems
@yenupurigyaneswarasaikumar650
@yenupurigyaneswarasaikumar650 Жыл бұрын
classIds, confs, bbox = net.detect(img, confThreshold=thres) i am getting error over here ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^@@murtazasworkshop
@ofekyofi
@ofekyofi 4 жыл бұрын
Great video!! everything worked perfectly
@anime_fusionlab12
@anime_fusionlab12 7 ай бұрын
can u pls explain how to do it
@RixtronixLAB
@RixtronixLAB 3 жыл бұрын
Nice, thanks :)
@alexandrpetrov1110
@alexandrpetrov1110 4 жыл бұрын
Thanks!
@mrclash1357
@mrclash1357 2 жыл бұрын
hi its good tutorual but can you tell me how I add anthor coco names like names that were not in coco name if I add that can be destroy the code?
@gouruhemanth
@gouruhemanth 2 жыл бұрын
dir, please tell us ,the method used is machine learning or transfer learning?? please reply fast.
@حيدرنوريطالب
@حيدرنوريطالب 3 жыл бұрын
thanks murtaza
@mhmaryam9359
@mhmaryam9359 4 жыл бұрын
Merciiiiii pour votre effort
@overflow5027
@overflow5027 4 жыл бұрын
Interesting cant wait!
@anggingwahyuwibowo114
@anggingwahyuwibowo114 4 жыл бұрын
Request Tutorial: - Detect rotation angle from template.
@Maihoe1
@Maihoe1 4 жыл бұрын
Can I do this using a hikvision IP camera rather than webcam? If so then can you do a quick tutorial on this? Thanks for your hard work. It is much appreciated
@Be_Wondered
@Be_Wondered 4 жыл бұрын
SystemError: returned a result with an error set Can you please help me in this case.
@501ismail501
@501ismail501 3 жыл бұрын
I solved it by downloading same files as Murtaza used (there is a link in the descriptions)
@pranavsundriyal1251
@pranavsundriyal1251 3 жыл бұрын
I am not able to open any file from the link in the description, please help
@501ismail501
@501ismail501 3 жыл бұрын
@@pranavsundriyal1251 you need to enroll the course first
@dhaneshkumareswaran1758
@dhaneshkumareswaran1758 3 жыл бұрын
@@501ismail501 where
@mohammedazzan7529
@mohammedazzan7529 2 жыл бұрын
@@501ismail501 where is it man wtf>?????????
@mohamedosama1307
@mohamedosama1307 Жыл бұрын
Oooh, it works!!!😀🤩 thank you so much for this♥, how can I do this using my mobile cam? And guys I'm using web cam laptop so the "cap = cv2.VideoCapture(0)" the value should be (0) for me, (1) did not works.
@samarthas6795
@samarthas6795 3 жыл бұрын
Hi Bro, I am running the code but after 5 to 10 sec i get an error Error: Traceback (most recent call last): File "e:\ObjectDetector\venv\main.py", line 30, in cv2.putText(img, classNames[classId-1].upper(), (box[0]+10, box[1]+30), cv2.FONT_HERSHEY_COMPLEX,1,(0,255,0)) IndexError: list index out of range [ WARN:0] global C:\Users unneradmin\AppData\Local\Temp\pip-req-build-m8us58q4\opencv\modules\videoio\src\cap_msmf.cpp (438) `anonymous-namespace'::SourceReaderCB::~SourceReaderCB terminating async callback What shoul i do to correct it?
@mujeebrahman5291
@mujeebrahman5291 2 жыл бұрын
any leads on this one?
@Ashwinisn242
@Ashwinisn242 2 жыл бұрын
Any fixes on this kindly help
@syedshouvikislam6404
@syedshouvikislam6404 2 жыл бұрын
@@Ashwinisn242 any fix?
@DylanCahill64
@DylanCahill64 2 жыл бұрын
This issue is answered here: stackoverflow.com/questions/67448987/indexerror-list-index-out-of-range-object-detection The problem is actually with when you are reading and stripping coco.names. Have a read of that link and it explains it well in the answers :)
@naoureskraiem6482
@naoureskraiem6482 4 жыл бұрын
Good job Naoures from tunsia
@thinhtruong5831
@thinhtruong5831 4 жыл бұрын
Thanks you very much for this video. I hope you will guide custom Data Mobile net ssd
@01learnwithme
@01learnwithme 2 жыл бұрын
Sir Ye Ssd_mobile_v3_large_coco wali files kaha se import ke Hain
@pranshutyagi4338
@pranshutyagi4338 3 жыл бұрын
Bro can u tell me how you have learned ML and AI, I mean from where or which sourcee
@fanymaulidinr9907
@fanymaulidinr9907 3 жыл бұрын
i got an error, "line 31" List Out of The Range. what should I do?
@balensoran3666
@balensoran3666 2 жыл бұрын
did you find the solution???? please help me
@emadtayefeh514
@emadtayefeh514 3 жыл бұрын
Can you please make a video about scanning the area by LIDAR?
@Java-fj3mk
@Java-fj3mk 2 жыл бұрын
Thanks a lot for this great tutorial. I have watched couple of the videos here in KZbin, but no one make it straight forward like you. In line 22 why you didn't flatten the bbox when you use it with the zip function?
@edSabio572
@edSabio572 3 жыл бұрын
Dr. Murtaza, I need to know how to close up the 'complete' course in your website. At times, I play the video straight from youtube. when I log in in my account it is showing not complete. My question is, do I have to log in to continue the lesson? there is no option to 'continue' later...
@janabj3335
@janabj3335 3 жыл бұрын
which software you using? plz tell me @Murtaza's
@harshalsonawane8850
@harshalsonawane8850 2 жыл бұрын
Can we improve the model's accuracy!?
@kapilgurav6725
@kapilgurav6725 Жыл бұрын
plzz help me out I am stuck with this error cv2.putText(img, classNames[classId - 1].upper(), (box[0] + 10, box[1] + 30), ~~~~~~~~~~^^^^^^^^^^^^^ IndexError: list index out of range
@radatechnologies5844
@radatechnologies5844 3 жыл бұрын
Hi! it was such a great tutorial but you haven't attached the .pb and .pbtxt files link, it will be great if you can provide the link.
@salmankhan24
@salmankhan24 4 жыл бұрын
simply awesome
3 жыл бұрын
How to get the initial files you put in to project? Coco names and SSD files.
@burakm.431
@burakm.431 4 жыл бұрын
What is the algorithm used (cascade classifier etc.)? How does it detect objects? Can it be used for a specific object? Thank you, good job.
@huseyinozker2100
@huseyinozker2100 3 жыл бұрын
it can be used for a specific object. For only one object you can create your own haar cascade or for a lot of object you can train your own dataset.
@yamzthe
@yamzthe 9 ай бұрын
I have error in classIds,confs,bbox=net.detect(img,confThresholf=thres) Assertion failed, !ssize.empty() in function What should I do?
@JH-on1rw
@JH-on1rw 3 жыл бұрын
Thanks for lecture, Did you run Pycharm to using code?
@freemanwong106
@freemanwong106 3 жыл бұрын
thank you the video. I wonder where we train the model?
@rgbsirius
@rgbsirius 2 жыл бұрын
Can you do object detection with recorded video instead of the image?
@pipoyII
@pipoyII 4 жыл бұрын
I having a problem with cv2.dnn_DetectionModel(). Can you help me how to fix this?
@notkekoii
@notkekoii 4 жыл бұрын
i have the same problem if u know help me
@fajarnabil496
@fajarnabil496 3 жыл бұрын
@@notkekoii yes me too, how i can fix it?
@rrsrini
@rrsrini 3 жыл бұрын
Wonderful tutorial
@PS-Partha
@PS-Partha 3 жыл бұрын
where did i get coconames
@nogafathi2359
@nogafathi2359 3 жыл бұрын
My research in Fully convolution Network.. in small object detection so from. where I should be start.. please help me... give me some advices
@jocemarvosskovacs3384
@jocemarvosskovacs3384 2 жыл бұрын
Great! Congrats 🙌 Is there some place where I can get another model to detect? I need detect pimples, acnes, and skin marks in faces. Thank you 😊🙏
@bhavinmoriya9216
@bhavinmoriya9216 2 жыл бұрын
Thanks for the video? Where do you find frozen weights? Could plz share a link?
@BenjaminJTobiasRies
@BenjaminJTobiasRies 2 жыл бұрын
link to download code is in description
@hubcreek6957
@hubcreek6957 3 жыл бұрын
Youre so good😍
@chandpasha4805
@chandpasha4805 3 жыл бұрын
What is the extension of coco.name ??
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