Discrimination error rates on an unseen test dataset for batches of 20 randomly initialized networks at various levels of D. The highest inference time corresponds to fully separated networks. Performance between fully and weakly supervised losses is also compared. Inference time is evaluated on a 64 MHz Cortex-M4F microcontroller