Build and deploy custom object detection model with TensorFlow Lite | Workshop

A common application of machine learning is object detection, where the model is able to determine bounding boxes around instances of that item in the image. Imagine a model that can count the number of birds in your garden and show you where they are.

In this Workshop, you learn how to train a custom object detection model and deploy it to an Android app in just a few lines of code. All you need are Android Studio and a web browser. No machine learning knowledge is required.

Resources:

Speaker: Khanh LeViet

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#GoogleIO #AI/ML #Android #GooglePlay

product: TensorFlow - General, Android - Android Studio; event: Google I/O 2021; fullname: Khanh LeViet; re_ty: Livestream;

[GlentoranMark]

I spent 6 months in 2019 trying to create Tflite files for an Android app. I could make really poor models that worked or really good models that were great on a PC but didn't work on Android. I got totally stuck and banged my head many times. I shelved my project knowing things would improve.

Really, as an Android developer, we don't need to know the ins and outs of how Tensors work. We just want a simple process of creating a custom model as a Tflite file and just plug it into our code and run it on a device. After watching this video I can now come back to the many ideas I have in this field. Now I need a refresher on labelling images, creating CSV files and uploading from PC to Colabs (a video on that would be helpful, there probably is one) but sincerely thanks for this Google for making our lives so much easier.

[hamidreside]

Can you please tell us as well how to create our own datasets ? csv format, do you hve some tools for it ?

[DineshKumar-yixh]

The link is not working. its hard to follow without code reference. kindly update

[wars]

Do You know what type of algorithm, model maker use for training model?

[minhtiennguyeno]

My app keep crashing when I choose the demo image on my custom model. Any one can help me

[andihaki]

how to train custom model for facelandmark keypoint?

[nkundimanamanasse]

Hello, ... Thank you sir for this wonderful tuto. Please show us how to track them in a video. Thanks!

[srinidhiganta]

Can U please tell me how I can use an external camera (esp32) connected to the app for object detection.
Please tell me

[dhruvshah]

Please Make One Video how to make CSV file on local computer @TensorFlow

[nitintiwari]

Unable to train the model on a custom dataset for a local CSV file. Getting an error that says, "Image format not JPEG"; even though all the training images are of the format .jpeg and the file path to all the images is correctly mentioned in the CSV.

[joshuamawutorklint]

How to add multiple tflite model on one app

[anhkhoanguyen]

my app keeps stopping i dont know how to fix it can anyone help me

[ssuriyaprakash]

does this detect people? e.g pedestrians

[ScienceAppliedForGood]

This was very helpful Thank you for making this tutorial.