TensorFlow.js Image Classification Made Easy

But defining your model structure and training it, is way more complex than just using a trained model.
Azure Custom Vision - one of the various Cognitive Services - offers you an easy way to avoid this hassle.

If you wan't to have a look at the final code, please check out my GitHub repository:

The dataset I used (Pulmonary Chest X-Ray Abnormalities), can be downloaded here:

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🚀 Tools and services I used in this video:
TensorFlow.JS

Azure Custom Vision

Visual Studio Code

✅ Recommended playlists:
TensorFlow.JS

Data Science

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#TensorFlowJS #CustomVision #ImageClassification

[Ajinkkyaa_naik]

so for image classification of plants ill have to train a model on thatright to guess which type of plant it is?

[bathfun]

Great video, I am going to try this today. My first goal is to make a logic that can recognise if a image is of a cloud in the sky, or anything else. Thanks for your great video

[farukumar]

Thank you so much Sascha, been looking for a JavaScript ML CNN solution like this for a while. Please if you can create more JavaScript type tensor flow solutions like NLP or RNN. Thank you for this effort.

[khuonglam]

I just want to show the results, what should I do?
Help me

[havayoth]

Works like a charm, thank you for sharing! :D Also creating and using my own model worked well based on your sample code. I wonder one thing: why is the input image resized to 240x240 to "match the model"? And how do I unfluence this when creating the model? I did not find any option in Custom Vision to influence the dimensions. Also my input images to create the model all had 640x480, but the resulting model only seemed to work with the 240x240 resizing.

[luisalvarado]

como se cargan las imagenes o el modelo alguien me podria ayudar porfavor....

[TheUnknownFactor]

I've been wanting to do something with image recognition, but more along the lines of "recognize faces from a specific set in this image" (in my use-case, not real faces but game-character avatars). Would Tensorflow be a good solution to that end? Could you maybe share some good entry level videos or links that might be relevant?

[xhancexd]

Hello, do you have a tutorial on how to implement your image classification tutorial to Node-Red?

[RaulDiazd]

Thank you very much. I just subscribed

[shyLexy]

I've ran your github project on web browser(chrome, internet explorer, microsoft edge). It worked well until push 'predict' button. But when i push 'predict' button, output result didn't show up. Maybe it is concerned with server problem?

[mouscuma]

Can tensorflow js output an image with bounding box

[alessiom]

Wonderful video
It's possible to create a model tfjs without azure custom vision?
thank you

[sebastiannietor]

And if I need an image generator?

I already have the trained generator model, the output is a tensor of 128x128x3, how can I convert the output in a HTML image?

Sorry for my English, I'm a Spanish native😂

[Valentin_Kany]

Thank you so much for the video. Good job! Do you know if there is a way to convert RGBA images to grayscale images with TensorFlow.js? I am currently struggling with my own project where I need to get the image data from an html canvas and then convert it to grayscale before making the prediction. #saschadittmann Viele Grüße!

[wareeshahabib]

How can I configure VS code to use it with tenserflow.js ?

[Akkihearts]

Best. Is there is another way to create a dataset?

[gosienna]

Is it possible to build tensorflow project without the node server?