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DNN Testing

Testing the reliability of DNNs.

Papers

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Showing 1–10 of 27 papers

TitleStatusHype
Distribution-Aware Testing of Neural Networks Using Generative ModelsCode1
Perception Matters: Detecting Perception Failures of VQA Models Using Metamorphic TestingCode1
Revisiting Neuron Coverage for DNN Testing: A Layer-Wise and Distribution-Aware CriterionCode1
DeepKnowledge: Generalisation-Driven Deep Learning Testing—0
CatchBackdoor: Backdoor Detection via Critical Trojan Neural Path Fuzzing—0
CGDTest: A Constrained Gradient Descent Algorithm for Testing Neural Networks—0
Bridging the Gap between Real-world and Synthetic Images for Testing Autonomous Driving Systems—0
DANDI: Diffusion as Normative Distribution for Deep Neural Network Input—0
DeepBillboard: Systematic Physical-World Testing of Autonomous Driving Systems—0
Comparing Offline and Online Testing of Deep Neural Networks: An Autonomous Car Case Study—0
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