The discovery of pulsars is great significance in the field physics and astronomy. As astronomical equipment produces a large amount pulsar data, an algorithm for automatically identifying becomes urgent. We propose deep learning framework recognition. In response to extreme imbalance between positive negative examples hard sample issue presented HTRU Medlat Training Data,there are two coping s...