tensorflow android | Deploy deep learning model android studio | Java | ml

Hi
In this video we will learn to deploy the deep learning tensorflow lite model on to the android app using java language and android studio.
We follow whole step by step approach as follows
1 - Building UI
2 - Selecting image from local storage
3 - Capturing image using camera
4 - Handling permissions
5 - Loading the TensorFlow tfflite model
6 - Making predictions to the bitmap
and few more concepts...
Hope you would enjoy this video and leave your queries below in comments section.
MODEL DOWNLOAD LINK : storage.google...
timestamps:
will update soon....
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Thanks.
tags,
android app, ml android app, deep learning android, deploy deep learning model, classify app android, camera capture android, handling permission android, java android app, java tflite, tflite

[@shadreckkamwana991]

thank bro, i had troubles implementing the model in my android apps, now i am an expert because of you.

[@shubhamghildiyal8173]

Very Informative.Thanks

[@電子工程系第一林姿君]

Thank yo so much !!! 分常感謝您的教學

[@NguyenTrMinh-do6qw]

Nice, very simple and easy to implement, thanks a lot

[@hripsimesnkhchyan9859]

Thanks for the tutorial, it worked perfectly with "mobilenet_v1_1.0_224_quant.tflite" model. But when I am trying to upload my own model (.tflite format), it is becoming not clear how to fix "MobilenetV110224Quant" red lines in Java sample code. Can you give some advice about steps to follow if we want to upload our own trained model in .tflite format. Thanks in advance!

[@elitecoder955]

Amazing , tutorial . Straight to the point !

[@gavravdhongadi9824]

I am following your tutorials and it is working fine till the select and capture button but when I click on predict the app is crashing. Can you please advice

[@jackeykhan42]

thanks bro 💖💖💖💖 you helped me a lot thanl u....

[@ahmedhanafy6201]

a very thank you from egypt

[@programming_hut]

Love from india ♥️

[@ahmedhanafy6201]

@@programming_hut I'm studying android development and this vedio really helped me, thank you shukria😁

[@nikethatharangi857]

Great tutorial. Thank you so much

[@ashermathewskoshy8201]

Great Tutorial. But I am getting a fatal exception java.lang.RuntimeException: java.io.FileNotFoundException and the app crashes .

[@norsecarolina]

Hello! I'm receiving the following error when clicking the predict button, which crashes the app: java.lang.IllegalArgumentException: The size of byte buffer and the shape do not match. The error seems to be somewhere in here: TensorBuffer inputFeature0 = TensorBuffer.createFixedSize(new int[]{1, 224, 224, 3}, DataType.FLOAT32); bitmap = Bitmap.createScaledBitmap(bitmap, 224, 224, true); inputFeature0.loadBuffer(TensorImage.fromBitmap(bitmap).getBuffer()); Any ideas? I'm lost! Thank you!

[@iamckarn3215]

I got same problem like you .Any idea how to fix it ? please help me

[@norsecarolina]

@@iamckarn3215 No luck yet, I've been searching for weeks. If I do figure something out I'll post here. Really hope @programminghut replies!

[@magn8]

Use this function : fun classifyImage(bitmap: Bitmap): List { val resizedBitmap = resizeImage(bitmap, imageWidth, imageHeight) val byteBuffer = convertBitmapToByteBuffer(resizedBitmap) val inputTensorBuffer = TensorBuffer.createFixedSize(intArrayOf(1, imageWidth, imageHeight, 3), org.tensorflow.lite.DataType.UINT8) inputTensorBuffer.loadBuffer(byteBuffer) val outputTensorBuffer = TensorBuffer.createFixedSize(intArrayOf(1, labels.size), org.tensorflow.lite.DataType.UINT8) interpreter?.run(inputTensorBuffer.buffer, outputTensorBuffer.buffer) // Do not apply normalization for quantized models val labeledProbability = TensorLabel(labels, outputTensorBuffer) return labeledProbability.categoryList.sortedByDescending { it.score } }

[@miguelsff]

Ty for your video

[@Polynomial50]

thank you so much i really need this ♥♥

[@Replcate]

Can you pls make tutorial on Image Classification using Java and CameraX with Tflite model for the custom one?

[@CareerHirings]

a perfect video

[@sehajkapoor3055]

I am about to start with this project? Can i please get confirmation if this video covers everything as i have seen preview of app. Will app be completed in this video only?

[@programming_hut]

Ofcourse yes go for it

[@rishabhanandjain5423]

Help needed @ProgrammingHut After deployment if I click the predict button the app closes

[@tomlai3090]

Hi, whenever i try to use yolo model, android keeps telling me to use List output = outputs.getOutputAsCategoryList(); How can i get the output from this to draw the bounding boxes?

[@SilentPraniii]

🔥

[@sumukha-infotech]

Thank you for educative video, where can i find the source code for downloading android part

[@prathameshjayantbhole3442]

Why does my application stop when I click on predict?

[@vahabmspour6336]

use "android.Manifest.permission.CAMERA" instead of "Manifest.permission.CAMERA" if can not find the CAMERA :)

[@Sahabdeen_Aysha_Asra]

Thank You so much

[@farahjiji]

thanks

[@rizwanabibi7987]

First of all Thank you sir I have a question I have no label file please guide me what should I do that on prediction it show disease name instead of index

[@mustafayldrm80]

did u solve that?

[@ShubhamSawant-q2r]

my application is getting closed after i click predict button, i am using my own tflite model with 4 classes can anybody help?? i tried it in kotlin too and got same error

[@shamjohari3387]

Same here in my case also u find any solution over it please late me know

[@赵俊哲-r5t]

if i do not have the tensorflow lite model in AndroidStudio how i can test it

[@UnknownPerson..2251]

Brother ! I have downloaded my tflite model from Google colab, now how will I get the label.txt file? Please Reply 🙏 For predicting the class name of the image

[@DewanshiPramani]

the app is showing only one class as prediction for all the image why so ?

[@sehajkapoor3055]

App is really good with nice explanation but issue is it doesn't predict things correctly. Can you pls update some precise dataset.

[@programming_hut]

Sure will make some more videos on this

[@gmmm7]

Post the source code Bhai getting errors

[@ikelloydyana4275]

Do you have nudity, weaponry, or violent image detection tutorial in android?

[@vineelapasupuleti741]

I have done everything as you said and integrated my own model After clicking on predict button, the app automatically closes..can I know what is the problem

[@HATICENURERDEM-kk6xy]

did you solve the error ? :(

[@abhimanyuvats3305]

i am trying to makr a prototype for a simillar app but it is not running

[@gmmm7]

How to do option and return here? 17:54

Do you have this project on your github account, where can we find it?

[@furiousfatigue8957]

Can we replace that model tf lite of yours to other tflite model and will it work properly? Like if i delete your model tflite file and paste other tflite model in ml folder so will the new model work properly in the app or not?

[@programming_hut]

No you might need to make few changes based on your model Maybe input image size etc…..

[@gavravdhongadi9824]

@@programming_hut how do we determine the input size? and what are the other changes?

[@iqramueed1267]

​@@programming_hut I tried the same thing for my android app (detection app) but the user interface not working, when I click on button it doesn't work.

[@gamersclub4653]

bro many sara code sahe leahka same ap ky jasa lkn ek issue ya ky app my images ka name ek he ahraha ha "" tench " kio beaih image ko select kery to ... ek he name rahta please reslove my issue

[@מכוןאם]

Do you have anything to identify people in the picture? That is, it is enough to have a face or a body (for example, a person is wearing a garment and you don't see the head.. but still according to the body, there is a person here) - and an answer will be returned that there are people in the picture? I am also ready to pay, please, this is urgent for me if possible

[@programming_hut]

Try this machine learning project android | Realtime Pose detection | kotlin | tflite kzbin.info/www/bejne/qnyamYp8mpylla8

[@erickvasquez4148]

I have done everything as you have done but when I load the photo and press Predic as a result it gives me null also taking the photo with the camera

[@erickvasquez4148]

I solved it the assets folder had not created it in the main

[@dwiencabalquinto5545]

@@erickvasquez4148 teach how u solved it

[@prathameshjayantbhole3442]

Should have to write in model file that is predicted? Please answer quickly

[@charanteja1136]

bro did u get answer. pls tell me bro

[@charanteja1136]

bro pls tell me if u get

[@nayanjain3653]

Do I need a gpu to code this ML model on android studio?

[@danishahhana]

Hi can i import multiple model? Because i tried to import the second model but the sample code didn’t appear, unlike the first model.

[@programming_hut]

Yes you can import If sample code not automatically shown then click on PROJECT>app>ml and double click the model You can watch this : kzbin.info/www/bejne/iHWkg3agi9WabrM At 7:19

[@AbhishekAbhi-vx2kr]

can you provide the code or video where you trained the model. I am using teachable machine but getting buffershape and inputshape doesnot match

[@HATICENURERDEM-kk6xy]

i had the same problem. did you solve the error ?

[@norsecarolina]

@@HATICENURERDEM-kk6xy I'm also having this issue. Can you help?

[@ahmadsalasain2697]

Does tflite still working on Java? because It's deprecated in flutter dart.

[@programming_hut]

I don’t see any signs of deprecation in documentation yet

[@HARISHHA-v9s]

My app is crasing after i gave the user permission to camera access.

[@tadashixinhua3532]

Can I make AI with machine learning language?

[@sajaata2006]

How can I add sound to the result ؟

[@SamuelEshete-g7s]

Error in code of CAMERA how to fix plse

[@sheikhjunaid6994]

how i cani import csv file to this model

[@naveenkorlepara]

Bro how to match image size in Android and ml datasets bro pls reply asap

[@programming_hut]

What? Please explain this

[@naveenkorlepara]

@@programming_hut I got errror that bytebuffer size and image size

[@programming_hut]

What is the data type of your model input

[@naveenkorlepara]

@@programming_hut uri

[@programming_hut]

Noo! I mean Float32 or Uint or something else

[@charangowda5833]

Hi, i am working on capsicum grading (i.e 1,2,3)using ML can u help me the prediction part

[@UsamaHanif-yf5gw]

hello sir when I press the predict button then my app crash can you solve this problem using java

[@AbhishekAbhi-vx2kr]

implement catch like making toast like that it stopped crashing

[@HATICENURERDEM-kk6xy]

@@AbhishekAbhi-vx2kr how :(

[@paridhanorkar3866]

My Androidmanifest file have different code.. Please help me

[@programming_hut]

Which part is different

[@ksocute2777]

My uploaded image size is wrong, help me

[@coder10796]

Same with me

[@zouhairelbardai4906]

can i get the source code?

[@nguyeninhuc3830]

bro, the photos taken are not of the best quality, they look very blurry when taken

[@programming_hut]

Yes because we were reading thumbnail low quality I was thinking to make separate video for reading full quality until then you can follow stackoverflow.com/questions/6448856/android-camera-intent-how-to-get-full-sized-photo/6449092#6449092

[@yogeetadwivedi2478]

From where can I get th source code

[@havanty-ptdtbtthcsdaknatum7251]

Please share code, thank pro

[@eulo69]

Why after confirming an captured image from my app it will go crush? Plss reply

[@eulo69]

I already add camera permission but still goes crash after confirming an captured image

[@programming_hut]

Watch end part of video where I explained how to debug the code Go and checkout the error

[@rimshamuzaffar9241]

@ProgrammingHut writing the same code as you taught sir but getting this error java.lang.ArrayIndexOutOfBoundsException: length=1001; index=1001

[@yannry]

/*if(checkSelfPermission(Manifest.permission.CAMERA)!= PackageManager.PERMISSION_GRANTED) { ActivityCompat.requestPermissions(MainActivity.this, new String[]{Manifest.permission.CAMERA}, 11); }*/ I have a problem with these, it prompts as a wrong code and it's in color red. Please help me

[@srujanas4520]

Same here... Even I got the same error.... Please can anyone solve this??

[@srujanas4520]

I got it.... If ur computer is showing error in CAMERA... Then the prblm is u have to include import android.Manifest; in packages

[@yannry]

@@srujanas4520 Yeah yeah correct, I wasn't paying attention on that, it works now on mine

[@yannry]

@@srujanas4520 Thankkk you brother

[@janvikumarii]

can i get the source code?

[@programming_hut]

I’ll update description with code link