To improve feature learning ability and accurately diagnose the faults of rolling bearings under a strong background noise environment, we present new shrinkage function named leaky thresholding to replace soft in deep residual networks (DRSNs). In this work, discover that such improved (IDRSNs) can be realized by using group searching method optimize slope value thresholding, IDRSNs more effec...