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(PDF) DNN Explanation for Safety Analysis: an Empirical ...
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2024年9月4日 — In this paper, we report on an empirical evaluation of 99 different pipelines for root cause analysis of DNN failures. They combine transfer ...
an Empirical Evaluation of Clustering-based Approaches
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由 MO Attaoui 著作2023被引用 2 次 — Precisely, we proposed two DNN explanation methods: SAFE (Safety. Analysis based on Feature Extraction) [4] and HUDD (Heatmap-based Unsupervised ...
an Empirical Evaluation of Clustering-based Approaches
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An empirical evaluation of 99 different pipelines for root cause analysis of DNN failures shows that the best pipeline combines transfer learning, DBSCAN, ...
an Empirical Evaluation of Clustering-based Approaches
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在本文中，我们报告了对99 种不同管道的实证评估，用于DNN 故障的根本原因分析。它们结合了迁移学习、自动编码器、神经元相关性热图、降维技术、和不同的聚 ...
an Empirical Evaluation of Clustering-based Approaches
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2023年1月24日 — DNN Explanation for Safety Analysis: an Empirical Evaluation of Clustering-based Approaches ... Python codes and Jupyter notebooks to replicate ...
DNN Explanation for Safety Analysis: an Empirical Evaluation of ...
DeepAI
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In this paper, we report on an empirical evaluation of 99 different pipelines for root cause analysis of DNN failures. They combine transfer learning, ...
Supporting Safety Analysis of Image-processing DNNs ...
ACM Digital Library
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由 MO Attaoui 著作2024被引用 3 次 — In this article, we report on an empirical evaluation of 99 different pipelines for root cause analysis of DNN failures.
ATTAOUI Mohammed Oualid
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DNN Explanation for Safety Analysis: an Empirical Evaluation of Clustering-based Approaches. MO Attaoui, H Fahmy, F Pastore, L Briand. DNN explanation for ...
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由 MO ATTAOUI 著作2023被引用 3 次 — In this paper, we report on an empirical evaluation of 99 different pipelines for root cause analysis of DNN failures. They combine transfer ...
HUDD: A tool to debug DNNs for safety analysis
IEEE Xplore
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由 H Fahmy 著作2022被引用 11 次 — A tool that supports safety analysis practices for systems enabled by Deep Neural Networks (DNNs) by automatically identifying the root causes for DNN errors.