Before revision:  We have built a GPU client-server and have developed a hybrid system combining the stochastic random-reaction-seed (RRS) method and deep neural learning U-net to identify cell-membrane accurately and automatically.
After revision:  We have built a GPU client-server and have developed a hybrid system combining the stochastic random-reaction-seed (RRS) algorithm and deep neural learning U-net to identify cell-membrane accurately and automatically.