WebView publication. Copy reference. Copy caption WebSep 28, 2024 · Few-Shot Guided Mix for DNN Repairing Abstract: Although deep neural networks (DNNs) achieve rather high performance in many cutting-edge applications …
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WebTable 3: Ablation study of DeepRepair.We consider two variants. The first use uniform sampling to select reference images for style-guided data augmentation (i.e., Eq. 3) and we denote it as ‘no-cluster’. The second one use Eq. 5 for clustering-guided sampling and we denote it as ‘cluster’. We compare the two methods via the accuracy of repaired DNNs … WebThe creation or manipulation of facial appearance through deep generative approaches, known as DeepFake, have achieved significant progress and promoted a wide range of …
WebAug 6, 2024 · In this article, we propose a style-guided data augmentation for repairing DNN in the operational environment, which learns and introduces the unknown failure … WebA novel augmentation-based repairing method for deep neural networks that automatically learns to resolve the potential failure patterns in the DNN operational environment, and is able to achieve high generalization to the collected failure examples and other similar suspicious data. 13 Automatic Software Repair: a Bibliography Monperrus Martin
WebFew-Shot Guided Mix for DNN Repairing Citing conference paper Sep 2024 Xuhong Ren Bing Yu Hua Qi Felix Juefei-Xu Jianjun Zhao View ... Using the latent features that the auto-encoder has gleaned... WebMar 24, 2024 · Few-Shot Guided Mix for DNN Repairing. Xuhong Ren, Bing Yu, +5 authors Jianjun Zhao; Computer Science. 2024 IEEE International Conference on Software Maintenance and Evolution (ICSME) 2024; TLDR.
WebXuhong Ren, Bing Yu, Hua Qi, Felix Juefei-Xu, Zhuo Li, Wanli Xue, Lei Ma, and Jianjun Zhao. 2024. Few-Shot Guided Mix for DNN Repairing. In 2024 IEEE International Conference on Software Maintenance and Evolution (ICSME). IEEE, 717--721. ... The process may takea few minutes but once it finishes a file will be downloadable from your …
WebFew-shot guided mix for dnn repairing. X Ren, B Yu, H Qi, F Juefei-Xu, Z Li, W Xue, L Ma, J Zhao ... DARTSRepair: Core-failure-set guided DARTS for network robustness to common corruptions. X Ren, J Chen, F Juefei-Xu, W Xue, Q Guo, L Ma, J Zhao, S Chen. Pattern Recognition 131, 108864, 2024. 3: gmail app on iphone not workingWebSep 28, 2024 · Few-Shot Guided Mix for DNN Repairing pp. 717-721. On the need for automatic knowledge management in modern collaboration tools to improve software maintenance pp. 722-722. EWIDL: Single-Source Web API Documentation Management System pp. 723-726. Efficient Bug Triage For Industrial Environments pp. 727-735. gmail app on microsoftWebFew-Shot Guided Mix for DNN Repairing Yuechen Wu, Yingfeng Chen, Xiaofei Xie, Bing Yu, Changjie Fan and Lei Ma. Regression Testing of Massively Multiplayer Online Role-Playing Games Qian Liang and Patrick Lam. SiblingClassTestDetector: Finding Untested Sibling Functions Yui Sasaki, Yoshiki Higo, Shinsuke Matsumoto and Shinji Kusumoto. gmail app not showing badges on iphoneWebNov 19, 2024 · In this paper, we propose a style-guided data augmentation for repairing DNN in the operational environment. We propose a style transfer method to learn and introduce the unknown failure patterns ... gmail app on iphoneWebIn this paper, we formulate the failure-data-driven DNN repairing as a data augmentation problem, and design a novel augmentation-based repairing method, which to the best … bolotenko law firm oshawaWebOct 1, 2024 · Few-Shot Guided Mix for DNN Repairing. Conference Paper. Sep 2024; Xuhong Ren; Bing Yu; Hua Qi; Jianjun Zhao; View. Explaining Image Classifiers Using Statistical Fault Localization. Chapter. Nov ... bolo tailandesWebIn this paper, we formulate the failure-data-driven DNN repairing as a data augmentation problem, and design a novel augmentation-based repairing method, which to the best … bolo taylor swift