Proj CDeepFuzz Paper Reading: DeepMutation: Mutation Testing of Deep Learning Systems

发布时间 2023-09-08 04:11:21作者: 雪溯

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:

  1. a set of source-level mutation operators to inject faults into source of DL(training data and training programs?)
  2. model-level mutation operators to inject faults into DL model without training
  3. 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?