Before revision:  Different from prior arts in transfer learning, we show that transferability of off-the-shelf representation heavily depends on specific pathology image sets, and may obtain classification performance close to random guess .
After revision:  Different from prior arts in transfer learning, we show that transferability of off-the-shelf representation heavily depends on specific pathology image sets, the general representation generated by early layers does convey transferred knowledge in various image classification applications .