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Proj CDeepFuzz Paper Reading: DeepGauge: multi-granularity testing criteria for deep learning system

时间:2023-09-04 17:22:05浏览次数:62  
标签:multi Neuron testing systems Coverage criteria granularity

Abstract

本文: DeepGauge
Task: provide multi-granularity testing criteria for DL systems
Method: multi-granularity testing criteria for DL systems: 1. k-multisection Neuron Coverage 2. Neuron Boundary Coverage 3. Strong Neuron Activation Coverage 4. Top-k Neuron Coverage 5. Top-k Neuron Patterns
实验:
datasets: MNIST(LeNet-1, LeNet-4, LeNet-5), ImageNet(VGG-19. ResNet-50)
adversarial attack tech: Fast Gradient Sign Method (FGSM), Basic Iterative Method (BIM), Jacobian-based Saliency Map Attack (JSMA), Carlini/Wagner attack (CW)

2. Preliminaries

Existing criteria:

  1. Statement coverage 2. Data-flow coverage 3. Model-based coverage

标签:multi,Neuron,testing,systems,Coverage,criteria,granularity
From: https://www.cnblogs.com/xuesu/p/17677507.html

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