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DeepDyve: Dynamic Verification for Deep Neural Networks [article]

Yu Li, Min Li, Bo Luo, Ye Tian, Qiang Xu
2020 pre-print
DNN for dynamic verification.  ...  Deep neural networks (DNNs) have become one of the enabling technologies in many safety-critical applications, e.g., autonomous driving and medical image analysis.  ...  [24] design a replication-based error detection technique for deep neural networks. However, their overhead is quite high. They spend 40% overhead to reach 60% fault coverage on CIFAR-10.  ... 
doi:10.1145/3372297.3423338 arXiv:2009.09663v1 fatcat:t7tcdv5ndfb43gokqgyhgkqenm