Camera enabled IoT devices such as smart cameras, capture images after a trigger (such as motion sensing) and ship them to the cloud for further processing to detect intruders, face recognition and so on. This approach can lead to higher power, latency and privacy concerns as compared to processing the images on device. Our solutions allow data extraction using Neural Networks on the device to preserve privacy, reduce latency, power and bandwidth leading to savings in operational cost.