moshiurtonmoy / Fall-Detection-with-Federated-Transfer-Learning

A classic implementation of Federated Learning for identifying FALL and ADL from images with Transfer Learning.

Fall-Detection-with-Federated-Transfer-Learning

A classic implementation of Federated Learning (FedAvg) for identifying FALL and ADL from images utilizing Transfer Learning Tensorflow and Numpy.

• VGG16 as Feature Extractor
• Federated Averaging

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Data Source - UR Fall Detection Dataset
The dataset contains 70 videos illustrating FALL and ADL events. We've extracted RGB frames from the videos for this work and augmented the dataset by employig common augmentation techiniques (e.g. rotation, flipping, etc.).