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Backbones

Backbones are also referred to as Feature Extractors in a 2D Convolutional Neural Network. At GQC, we have explored different backbones ranging from ResNet18, 34, 50 and 101.

Insights on Training and Prediction

We use fastai to train majority of the CCTV AI models. The fastai framework was chosen as it a gave a nice wrapper around pytorch and allowed us to use best practices with the training routines.