WEKO3
アイテム
POSTER: A Fine-Grained Metric for Evaluating the Performance of Adversarial Attacks and Defenses
http://hdl.handle.net/10228/0002000806
http://hdl.handle.net/10228/0002000806254cf4a9-40b0-4489-b3a9-ee7511241bd9
| 名前 / ファイル | ライセンス | アクション |
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10435532.pdf (223 KB)
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| アイテムタイプ | 学術雑誌論文 = Journal Article(1) | |||||||||||||||
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| 公開日 | 2024-06-20 | |||||||||||||||
| 資源タイプ | ||||||||||||||||
| 資源タイプ識別子 | http://purl.org/coar/resource_type/c_6501 | |||||||||||||||
| 資源タイプ | journal article | |||||||||||||||
| タイトル | ||||||||||||||||
| タイトル | POSTER: A Fine-Grained Metric for Evaluating the Performance of Adversarial Attacks and Defenses | |||||||||||||||
| 言語 | en | |||||||||||||||
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| 言語 | eng | |||||||||||||||
| 著者 |
張, 海波
× 張, 海波
WEKO
35483
× Yao, Zhihua
× Sakurai, Kouichi
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| 抄録 | ||||||||||||||||
| 内容記述タイプ | Abstract | |||||||||||||||
| 内容記述 | Over the past decade, the development of both adversarial attack methods and defense strategies has accelerated rapidly. Classification accuracy has been predominantly used as the sole metric for assessing model performance. However, when the reported accuracy rates of two models are identical or very similar, it becomes challenging to determine which model is superior. To address this issue and offer more insights into model performance, this study introduces a novel classification performance metric: the confidence gap. This metric is defined as the difference in confidence level between the true label and either the top 1 prediction or the second-best prediction, depending on the accuracy of the image classification. The confidence level, as indicated by its sign, reflects the correctness of the classification and provides more detailed information on the robustness of the classification result. Recognizing that evaluation results may be inconsistent when employing different criteria, we recommend that future research in this field should report the confidence gap alongside accuracy rates. | |||||||||||||||
| 言語 | en | |||||||||||||||
| 書誌情報 |
en : Lecture Notes in Computer Science 巻 13907, p. 690-694, 発行日 2023-10-04 |
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| 出版者 | Springer | |||||||||||||||
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| 識別子タイプ | DOI | |||||||||||||||
| 関連識別子 | https://doi.org/10.1007/978-3-031-41181-6_41 | |||||||||||||||
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| 識別子タイプ | ISBN | |||||||||||||||
| 関連識別子 | 978-3-031-41180-9 | |||||||||||||||
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| 識別子タイプ | ISBN | |||||||||||||||
| 関連識別子 | 978-3-031-41181-6 | |||||||||||||||
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| 収録物識別子タイプ | PISSN | |||||||||||||||
| 収録物識別子 | 0302-9743 | |||||||||||||||
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| 収録物識別子タイプ | EISSN | |||||||||||||||
| 収録物識別子 | 1611-3349 | |||||||||||||||
| 著作権関連情報 | ||||||||||||||||
| 権利情報 | Copyright (c) 2023 The Author(s), under exclusive license to Springer Nature Switzerland AG. This is a post-peer-review, pre-copyedit version of an article published in Lecture Notes in Computer Science. The final authenticated version is available online at: https://doi.org/10.1007/978-3-031-41181-6_41. | |||||||||||||||
| 出版タイプ | ||||||||||||||||
| 出版タイプ | AM | |||||||||||||||
| 出版タイプResource | http://purl.org/coar/version/c_ab4af688f83e57aa | |||||||||||||||
| 査読の有無 | ||||||||||||||||
| 値 | yes | |||||||||||||||
| 研究者情報 | ||||||||||||||||
| URL | https://hyokadb02.jimu.kyutech.ac.jp/html/100001768_ja.html | |||||||||||||||
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| 値 | 10435532 | |||||||||||||||
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| 値 | 12349 | |||||||||||||||
