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PAPER DOI: 10.1109/IRPS48228.2024.10529335

poster

IRPS 2024 Main Conference

April 17, 2024

Dallas, United States

Soft Error Induced System Errors in Image Inference Applications with Glow-Compiled CNNs on MCUs

Image recognition was performed on members of the MNIST and FashionMNIST datasets on two different MCUs while exposing them to a neutron beam. Four types of application-level effects were observed, with some or all effects in each category resulting in application hangs or misclassifications of the test images. Three effects manifest continuously until the core is reset. The data also suggests that image complexity has a positive association with the number of application-level errors expected.

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