DeLTA can process movies of rod-shaped bacteria growing in 2D setups such as agarose pads, as well as movies of E. coli cells trapped in a microfluidic device known as a mother machine. The pipeline is centered around two U-Net neural networks that are used for binary segmnetation and tracking cells frame to frame.