Yuta Ishimoto
Yuta Ishimoto
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Conference paper
Journal article
Date
2023
2022
Uncertainty-aware Metamorphic Testing for Robust Object Detection Models
Object detection models are widely used in safety-critical systems in industrial fields such as autonomous driving. It is essential to …
Jianhong Wang
,
Yuta Ishimoto
,
Masanari Kondo
,
Yasutaka Kamei
,
Naoyasu Ubayashi
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Proceedings
An Initial Analysis of Repair and Side-effect Prediction for Neural Networks
With the prevalence of software systems adopting neural network models, the quality assurance of these systems has become crucial. …
Yuta Ishimoto
,
Ken Matsui
,
Masanari Kondo
,
Naoyasu Ubayashi
,
Yasutaka Kamei
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Proceedings
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Code
PAFL: Probabilistic Automaton-based Fault Localization for Recurrent Neural Networks
Context: If deep learning models in safety–critical systems misbehave, serious accidents may occur. Previous studies have proposed …
Yuta Ishimoto
,
Masanari Kondo
,
Naoyasu Ubayashi
,
Yasutaka Kamei
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Website (Open Access)
Code
Do visual issue reports help developers fix bugs? a preliminary study of using videos and images to report issues on GitHub
Issue reports are a pivotal interface between developers and users for receiving information about bugs in their products. In practice, …
Hiroki Kuramoto
,
Masanari Kondo
,
Yutaro Kashiwa
,
Yuta Ishimoto
,
Kaze Shindo
,
Yasutaka Kamei
,
Naoyasu Ubayashi
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Proceedings
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