Free Anti Spoofing/ Liveliness Detector for Face Recognition System Fake VS Real | Computer Vision

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00:00 Introduction
02:49 Overview
07:08 Installations
08:20 Testing Face Detector
10:21 Testing Yolo
12:27 GPU
15:31 File Creation Test
17:54 Data Collection Overview
21:21 Bigger Bounding Box
31:50 Face Blurriness
38:29 Confidence Value
41:43 Normalization
50:35 Drawing
52:39 Saving Image
01:07:48 Save Label File
01:13:39 Recheck Label File
01:17:45 Collecting Data
01:27:51 Creating Directories
01:33:48 Get Name List
01:38:51 Shuffle Data
01:40:36 Split Data
01:50:21 Copy Files
01:55:06 Data.yaml
02:00:48 Training On Local PC
02:11:07 Training On Google Colab
02:20:56 Drawing

Опубликовано:

24 май 2024

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Комментарии : 105

@Andrei_G8 8 месяцев назад

Super! Thank you! I'm waiting this theme a long time. Great lesson!

@riddhimaheshwari1086 9 месяцев назад

I had been waiting for this project for so long...it's finally there now...thanks a lot !!

@LINGFENGJIN 2 месяца назад

yes

@muhammadshifa4886 9 месяцев назад

What a great project, thanks for making this beautiful project ❤️❤️❤️

@jasonstatham2422 8 месяцев назад

Thank you so much sir for this beautiful and Innovative project

@MPChannel-cl3bw 9 месяцев назад

awesome, this is exactly what i was looking for for my project

@MINHHOANG-vj9oo 8 месяцев назад

great thank to you

@user-sw8eq7qe9n 8 месяцев назад

Love ur videos man. Thank you

@kartikeyasaxena4826 3 месяца назад

Hello i got the args.yaml file but i was not getting the best.pt file in the train weight folder, or running the train.py file. what can be the reason to it? also i was shown an error which i dont know whether was relevant or not, and that was NotImplementedError: Could not run 'torchvision::nms' with arguments from the 'CUDA' backend. This could be because the operator doesn't exist for this backend, or was omitted during the selective/custom build process (if using custom build).

@arjunbali2079 8 месяцев назад

thanks sir it is so useful in fintech and because of you I got a job as ML engineer

@user-bx7ux9od7i 2 месяца назад

Do you have the code

@ForTheEraOfLove 8 дней назад

🙏I appreciate you for sharing your efforts to teach us!🎉

@AbdulRehman-qy7mt 5 месяцев назад

is your model overfitt..? As it always detect new person as fake. Also can you tell how much epochs do i need if i have total of 5000 real images and 5000 fake images of 30 different people

@askelardd 2 месяца назад

Perfect, thank u so much , this helps me a lot

@PyTubeMaster 4 месяца назад

thank you for teach something that is verey hard to find 😘

@user-dv6ij2dt7p 7 месяцев назад

i have question why if i use gpu run train file error, if i use cpu run train file not error ?, its results same with cpu and gpu ?

@umaissajjad1159 9 месяцев назад

MashAllah Great Sir.

@yasirusenath6086 3 месяца назад

sir you're best tech to us. my problem is all .py fills(train.py,splitdata.py) are run,okay but .pt file can't open it say " the file is not display in the text editor because is either binary use and unsuported text and coding " after run my main.py file its run but not detection I mean real or fake. .pt files to want to run pycharm professional version?

@LazarakisSokratis 5 месяцев назад

Do you have tutorial for face recognition with data training ?

@habeshamix807 8 месяцев назад

Can you please make an intruder detection system using face recognition?

@user-xg7lr1kw6u 5 месяцев назад

Which model use in this project?

@RickSlaughter1 Месяц назад

Are you using PyCharm Community Edition or PyCharm Professional?

@Nerfzisback 4 месяца назад

this is not liveness detection, you just used object detection(yolo) to detect the phone you are holding in your hand and you called that object fake. while object(face) is real. it's smart idea that has potential, but also this way you can pass this system with any face.

@marioalbertosanchezramirez 7 дней назад

Thanks🙏🏼

@adityasaiakella1287 5 месяцев назад

can this project be done on raspberry pi?

@wandelmiro1 4 месяца назад

After training, how can I put it to work on my cell phone or tablet?

@johnlloyd5047 Месяц назад

what is the version of yolo did you use?

@user-pr4br9cw2d 9 месяцев назад

how to convert the model that can run un mobile?

@jesusfernandotorres4460 4 месяца назад

Hello!! It is a great project and you are a good teacher, do you know maybe the reason why my camera is slow while displaying real and fake faces I'm using the best.pt file that I generated using colab

@ahmadamayreh3267 3 месяца назад

Probably you're not using GPU which is much faster than CPU

@bobomurod 9 месяцев назад

Great, thank you

@rufiromang9682 9 месяцев назад

Minute 52:47 very important point. We have to save 2 things: the first one is our face 😅

@sheikhshuaib8451 25 дней назад

how can we implement this .pt model in android or can we convert it to tensorflow model Thanks

@CARevanthkumar 9 месяцев назад

How to join your course

@techgeek9436 24 дня назад

How do you access YOLO from your website?

@therealjasontodd1 8 месяцев назад

can you create a proctor system?

@shaikhyaqoob9386 2 месяца назад

sir yolo script k liye kon si website p register karna hoga

@shahhussain5563 2 месяца назад

Sir would you please create a same project with JS also.

@fahmichigan 2 месяца назад

can i request anti spoofing/liveness FR in web apps ?

@user-lq1gz5cd3l 7 месяцев назад

How to access source code 😢

@mohamedadel3291 3 месяца назад

thats great but what if i need to detect person name ?

@evolvedgamer735 9 месяцев назад

Can use make a cnn or deep learning course please🙏 because the courses available does not cover every thing and does not have a practical implementation so please🙏🙏

@vulamnguyen9453 9 месяцев назад

read a book

@evolvedgamer735 9 месяцев назад

i have no money

@davidfa7363 9 месяцев назад

I downloaded your model and tried it but i am getting fake for everything. Why is that?

@suvarnakadam6557 6 месяцев назад

same issue with me as well!! All the time for webcam stream, it predicts "Fake" with high confidence :( . probably need to train model.

@HaiTran-bg7cr 5 месяцев назад

Where can I find the file for training online part? Thanks sir!

@uditpanjiyar3203 26 дней назад

i have the same probllem please help me , from where i can find the files for online training on google colab

@Talhabahi23 4 месяца назад

which tool is he using

@TheGg6422 9 месяцев назад

Now we need an AI lie detector and is at least 90% accurate!

@coder10796 7 месяцев назад

Yes we want

@ayushpratap8301 9 месяцев назад

Sir any idea to suprise our teacher on teachers day using an opencv project ❤

@murtazasworkshop 9 месяцев назад

Create a face recognition system which display Worlds best teacher when their face is detected. 😄

@ayushpratap8301 9 месяцев назад

@@murtazasworkshop Thank You sir

@eswarpakalapati2472 Месяц назад

can you please send me the documention its my final year project

@KingStar-se3sx 9 месяцев назад

Please bro can you give me the source code

@kagansenkeser4357 9 месяцев назад

thank you for the video can you pls share the model with us

@murtazasworkshop 9 месяцев назад

Shared. Link in description

@kagansenkeser4357 9 месяцев назад

you are the best @@murtazasworkshop

@uditpanjiyar3203 26 дней назад

@@murtazasworkshop where can i get google colab notebook

@ieee5998 8 месяцев назад

all is fake why ?

@bonyelangbam8011 2 месяца назад

where can i get google colab notebook

@uditpanjiyar3203 26 дней назад

i have the same probllem please help me , from where i can find the files for online training on google colab

@anishshah4736 2 месяца назад

Where can I the google collab file?

@uditpanjiyar3203 26 дней назад

same problem please tell provide me the link where i can get all files

@Monarch6969 2 месяца назад

where is the file for training in google colab

@uditpanjiyar3203 26 дней назад

same problem please provide me the link where i can get all files

@Sumit-ud5by 8 месяцев назад

Why are you providing us all the corrupt files

@aryanchauhan9355 20 дней назад

lol

@Amazing_mother_nature 9 месяцев назад

Even after so much effort you get so few views. Is it worth it? Financially speaking.

@murtazasworkshop 9 месяцев назад

Sometimes views are less sometimes more. Overall it works.

@Amazing_mother_nature 9 месяцев назад

@@murtazasworkshop thanks for response, you have great content. Keep up the great work.

@Sumit-ud5by 8 месяцев назад

Please anyone share yolo file

@user-dv6ij2dt7p 7 месяцев назад

where collab google

@iDeLeo007 7 месяцев назад

which software to run this from scratch ?

@rons96 4 месяца назад

as i suspected, this system cannot detect if is real or not real, it just detect if is X or Y video quality. Test with this video: ru-vid.comEYRnN_3hn4Y. I bet any 4k image/frame fully focused can trick this system

@LINGFENGJIN 2 месяца назад

Excuse me again, sir. Do you understand the principle of detecting authenticity? Is it really just to determine whether the image is from a mobile phone or not

@user-pg7wc4fr8b 6 месяцев назад

worst explanation

@Navigator777777 9 месяцев назад

Do the treasonous President Brandon.

@ektasharma9716 26 дней назад

Can anyone tell me that what l_version_1_300.pt was copied from?

@uditpanjiyar3203 26 дней назад

do you know where to find google colab file please help

@gamingtechinfo5777 4 месяца назад

i have an error in training the dataset it showing outof memory error i have gtx 1650 gpu in my system can u plz tell the issue

@dynamiteseendilip2150 3 месяца назад

Can be run with cpu ? If 1650 is not enough definitely cpu can't

@gearbot8030 8 месяцев назад

I downloaded your model and tried it but i am getting fake for everything. Why is that?

@rayhuang4820 8 месяцев назад

The YOLO model only classifies two classes which are the author's face and other person. So basically it's not anti-spoofing.

@ahmadfareedkhan3755 6 месяцев назад

@@rayhuang4820can you plz help me to find any anti spoofing model

@ahmadfareedkhan3755 5 месяцев назад

I successfully run this program. The fault is in the pre trained model.pt file. I trained my model on my own data. It is running successfully and not only showing result on trained data but generalizing as well. I hope it'll help you all.

@HaiTran-bg7cr 5 месяцев назад

@@ahmadfareedkhan3755 How can you train your own model successfully? How many picture at least for requirement? I have trained like video but it hasn''t been render the frame or anything. Please help me

@ahmadfareedkhan3755 5 месяцев назад

@@HaiTran-bg7cr you have to follow the instructions as given in the video to collect data. The data collection file is for capturing images frame from camera. If you run that code you will get data in your folder as shown in the video