Before revision:  However, the current pipeline requires fully-annotated training images, which are time-consuming to create and sometimes infeasible because of the noisy nature of microscopical images.
After revision:  However, the current pipeline requires fully annotated training images, which are time-consuming to create and sometimes infeasible because of the noisy nature of microscopical images.