Resources: Getting started with object detection→ goo.gle/41pWKCv MediaPipe → goo.gle/3u7sbos Object detection model customization guide → goo.gle/3stlY5N Hyperparameters → goo.gle/3QxZR6k Demo → goo.gle/3SvLKAS Label Studio→ goo.gle/476VqXg
@santiagolassog7 ай бұрын
Hello Google Dev Team! This new way of training with Mediapipe is excellent, especially for deploying on Raspberry Pi 4. I have trained a custom network to identify industrial vehicles within a factory, and it works ✅. I would like to improve the processing speed because sometimes it is a bit slow. I would like to know if you can do a video explaining how to train a network for a tflite model to use Coral AI on Raspberry pi for improve a speed, and do the corresponding deploy 😁. I thank you very much, congrats! Excellent work.
@oliverexcellent8 ай бұрын
Thanks for the great video. The tips on how to fiddle with Label Studio's labels.json file output (make sure you have 0 be a background class, etc.) were extremely helpful. (FWIW, my current project is a Pi + a battery-powered water gun. It's meant to detect and deter squirrels trying to eat oranges on our orange tree.) I think a great addition to the series would be some intro tips on how to adjust hyperparameters to potentially improve accuracy. Please consider putting it on the to-do list!
@paultr887 ай бұрын
Good call! I need to learn more about that myself, but it's definitely something I'll look into :)
@thomashu10955 ай бұрын
Hi Paul, thanks for your clear instructions. I was able to create a simple model, deployed to Pi and ran it successfully. I also managed to compile it to a Edgetpu model using Kang’s colab by down grade to tensorflow 2.13.0. It did compiled. Unfortunately, it failed to run on Pi for some runtime errors. Would you please provide instructions on how to compile it with mediapipe support. Thanks!
@hasankesoglu86 ай бұрын
Hello, your video is really useful, thank you. There is one point I don't understand. I see that you created a label for the background. Are there background images in your dataset and have you labeled them? Or do we just need to create it as a label and automatically the unlabeled area in any image becomes the background?
@ptruiz_google5 ай бұрын
Any unlabeled area takes on that label :) It's a generic catch-all
@user-ml3fb3st8s8 ай бұрын
I have trained a model now. Can I add new photos and categories for training based on this model? If so, will previously trained parts be retrained?
@paultr888 ай бұрын
Nope unfortunately once you start that training process it'll remove the images it currently knows and replace them with whatever the entire set is that you're using for the new training.
@frankbraker3 ай бұрын
at 12:39, there are some other commands "qat_hparams = object_detector..QATHParams(..." that never got executed in this tutorial? What's that about? Thanks for this awesome guide too! That was very helpful. I'm working on a calibration fixture, and ideally I would like to import this custom model into OpenCV.
@paultr882 ай бұрын
Quantization! Basically reducing the model size, but that gets more into the data science side of things. It's worth running, but I didn't want to make the video even longer by getting into it :)
@user-id4vp6mr7n8 ай бұрын
can i use it after in my react app ?
@paultr888 ай бұрын
So I'm not the most familiar with react, but it supports JavaScript libraries yeah? If so, we do have a JavaScript version available :)
@muhammadnorirfan49574 ай бұрын
i get error No module named 'keras.src.engine' , how to fix this
@user-ie2hc8jq9n8 ай бұрын
wow amezing
@qbotx5 ай бұрын
is there any alternative for label studio? i don't have ubuntu devices
@chingkhei_thoudam4 ай бұрын
It can run on Windows
@ptruiz_google4 ай бұрын
I ran this on a Mac, and as someone else mentioned it'll also run on Windows :) I specifically went for that one because it's broadly available.
@ukaszlebiecki64795 ай бұрын
when importing from mediapipe_model_maker import object_detector I get error ModuleNotFoundError: No module named 'keras.src.engine'
@xinglinc5 ай бұрын
me, too, do you got any solution?
@hmdate-29105 ай бұрын
same issue. Did you find a way around?
@chingkhei_thoudam4 ай бұрын
@@hmdate-2910 modify the `!pip install mediapipe-model-maker` to `!pip install 'keras
@xinglinc4 ай бұрын
yes,it because this model don't support for Windows .you should build your objects in linux.