Abstract
本文:DeepMutation
Github: https://github.com/berkuva/mutation-testing-for-DNNs
Task: mutation testing framework specialized for DL systems to measure the quality of test data
Step:
- a set of source-level mutation operators to inject faults into source of DL(training data and training programs?)
- model-level mutation operators to inject faults into DL model without training
- 分析评估测试数据的质量
实验:
数据集:MNIST, CIFAR-10
DL Models: Model A,B,C?
- DeepMutation CDeepFuzz Mutation Learning Readingdeepmutation cdeepfuzz mutation learning combinatorial cdeepfuzz learning reading differentiation cdeepfuzz automatic reading pre-trained cdeepfuzz natural reading state-of-the-art cdeepfuzz the reading cdeepfuzz networks reading testing comprehensive cdeepfuzz compiler learning large-scale tensorflow cdeepfuzz learning metamorphic cdeepfuzz compilers learning expedition weak-label learning reading