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DNN Testing

Testing the reliability of DNNs.

Papers

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Showing 1–10 of 27 papers

Title	Date	Tasks	Status	Hype	Score
Distribution-Aware Testing of Neural Networks Using Generative Models	Feb 26, 2021	DNN Testingvalid	CodeCode Available	1	5
Revisiting Neuron Coverage for DNN Testing: A Layer-Wise and Distribution-Aware Criterion	Dec 3, 2021	DiversityDNN Testing	CodeCode Available	1	5
Perception Matters: Detecting Perception Failures of VQA Models Using Metamorphic Testing	Jun 19, 2021	BenchmarkingDNN Testing	CodeCode Available	1	5
Testing DNN Image Classifiers for Confusion & Bias Errors	May 20, 2019	AvgDNN Testing	CodeCode Available	0	5
Black-Box Testing of Deep Neural Networks Through Test Case Diversity	Dec 20, 2021	Autonomous DrivingDiversity	CodeCode Available	0	5
RBT4DNN: Requirements-based Testing of Neural Networks	Apr 3, 2025	DNN Testing	CodeCode Available	0	5
An Overview of Structural Coverage Metrics for Testing Neural Networks	Aug 5, 2022	DNN Testing	CodeCode Available	0	5
Targeted Deep Learning System Boundary Testing	Aug 12, 2024	Deep LearningDNN Testing	CodeCode Available	0	5
Boosting Operational DNN Testing Efficiency through Conditioning	Jun 6, 2019	DNN Testingsoftware testing	CodeCode Available	0	5
Towards Practical Robustness Analysis for DNNs based on PAC-Model Learning	Jan 25, 2021	Adversarial AttackDNN Testing	CodeCode Available	0	5

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