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DNN Testing
DNN Testing
Testing the reliability of DNNs.
Papers
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Showing 11–20 of 27 papers
Title
Date
Tasks
Status
Hype
NPC: Neuron Path Coverage via Characterizing Decision Logic of Deep Neural Networks
Mar 24, 2022
Defect Detection
DNN Testing
—
Unverified
0
CatchBackdoor: Backdoor Detection via Critical Trojan Neural Path Fuzzing
Dec 24, 2021
DNN Testing
—
Unverified
0
Black-Box Testing of Deep Neural Networks Through Test Case Diversity
Dec 20, 2021
Autonomous Driving
Diversity
Code
Code Available
0
Revisiting Neuron Coverage for DNN Testing: A Layer-Wise and Distribution-Aware Criterion
Dec 3, 2021
Diversity
DNN Testing
Code
Code Available
1
Provably Valid and Diverse Mutations of Real-World Media Data for DNN Testing
Dec 3, 2021
DNN Testing
valid
—
Unverified
0
Perception Matters: Detecting Perception Failures of VQA Models Using Metamorphic Testing
Jun 19, 2021
Benchmarking
DNN Testing
Code
Code Available
1
Exposing Previously Undetectable Faults in Deep Neural Networks
Jun 1, 2021
DNN Testing
—
Unverified
0
Neuron Coverage-Guided Domain Generalization
Feb 27, 2021
DNN Testing
Domain Generalization
—
Unverified
0
Distribution-Aware Testing of Neural Networks Using Generative Models
Feb 26, 2021
DNN Testing
valid
Code
Code Available
1
IWA: Integrated Gradient based White-box Attacks for Fooling Deep Neural Networks
Feb 3, 2021
DNN Testing
—
Unverified
0
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