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roguedarkjedi / dogcam-ai

The AI based camera focus controller for dogcam
MIT License
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Train a model #2

Open roguedarkjedi opened 4 years ago

roguedarkjedi commented 4 years ago

Need to determine which model to use or make my own.

https://blog.keras.io/building-powerful-image-classification-models-using-very-little-data.html

https://www.kaggle.com/c/dogs-vs-cats/data

https://github.com/triagemd/keras-trainer

https://github.com/opencv/opencv/blob/master/samples/dnn/mobilenet_ssd_accuracy.py

roguedarkjedi commented 4 years ago

Other notes:

https://www.pyimagesearch.com/2017/12/11/image-classification-with-keras-and-deep-learning/

https://www.pyimagesearch.com/2017/12/18/keras-deep-learning-raspberry-pi/

https://archive.org/details/ukbench

roguedarkjedi commented 4 years ago

This will be necessary as the darknet model cannot detect dogs in any forms unless from profile

roguedarkjedi commented 4 years ago

https://github.com/EdjeElectronics/TensorFlow-Object-Detection-on-the-Raspberry-Pi

Guide to training your own model: https://www.youtube.com/watch?v=Rgpfk6eYxJA

roguedarkjedi commented 4 years ago

https://heartbeat.fritz.ai/real-time-object-detection-on-raspberry-pi-using-opencv-dnn-98827255fa60

https://github.com/opencv/opencv/wiki/TensorFlow-Object-Detection-API

https://github.com/tensorflow/models/blob/master/research/object_detection/g3doc/detection_model_zoo.md

https://jeanvitor.com/tensorflow-object-detecion-opencv/

https://github.com/tensorflow/models/tree/master/research/object_detection/samples/configs