Testing convolutional neural network based deep learning systems: a statistical metamorphic approach.

Machine learning technology spans many areas and today plays a significant role in addressing a wide range of problems in critical domains, ., healthcare, autonomous driving, finance, manufacturing, cybersecurity, . Metamorphic testing (MT) is considered a simple but very powerful approach in testing such computationally complex systems for which either an oracle is not available or is available but difficult to apply.