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Part 1: Document Description
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Citation |
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Title: |
Related Data for: A New Lightweight In Situ Adversarial Sample Detector for Edge Deep Neural Network |
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Identification Number: |
doi:10.21979/N9/8LWB8D |
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Distributor: |
DR-NTU (Data) |
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Date of Distribution: |
2024-10-16 |
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Version: |
1 |
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Bibliographic Citation: |
Wang, Si; Liu, Wenye; Chang, Chip-Hong, 2024, "Related Data for: A New Lightweight In Situ Adversarial Sample Detector for Edge Deep Neural Network", https://doi.org/10.21979/N9/8LWB8D, DR-NTU (Data), V1 |
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Citation |
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Title: |
Related Data for: A New Lightweight In Situ Adversarial Sample Detector for Edge Deep Neural Network |
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Identification Number: |
doi:10.21979/N9/8LWB8D |
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Authoring Entity: |
Wang, Si (Nanyang Technological University) |
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Liu, Wenye (Nanyang Technological University) |
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Chang, Chip-Hong (Nanyang Technological University) |
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Software used in Production: |
Vivado |
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Grant Number: |
through the National Cybersecurity Research and Development Programme/Cyber-Hardware Forensic and Assurance Evaluation Research and Development Programme under Award CHFA-GC1-AW01 |
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Distributor: |
DR-NTU (Data) |
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Access Authority: |
Wang, Si |
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Depositor: |
Wang, Si |
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Date of Deposit: |
2024-07-18 |
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Holdings Information: |
https://doi.org/10.21979/N9/8LWB8D |
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Study Scope |
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Keywords: |
Engineering, Engineering, Adversarial attack detection |
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Abstract: |
This dataset contains shell scripts for configurable glitch injection through GPIO as well as the decision tree detector. It also contains partial program source code for glitch control and the corresponding generated bitstream. |
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Kind of Data: |
Bash script |
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Methodology and Processing |
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Sources Statement |
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Data Access |
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Other Study Description Materials |
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Related Publications |
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Citation |
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Identification Number: |
10.1109/JETCAS.2021.3076101 |
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Bibliographic Citation: |
Wang, S., Liu, W., & Chang, C. H. (2021). A new lightweight in situ adversarial sample detector for edge deep neural network. IEEE Journal on Emerging and Selected Topics in Circuits and Systems, 11(2), 252-266. |
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Citation |
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Identification Number: |
10356/148567 |
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Bibliographic Citation: |
Wang, S., Liu, W. & Chang, C. (2021). A new lightweight in-situ adversarial sample detector for edge deep neural network. IEEE Journal of Emerging and Selected Topics in Circuits and Systems, 11(2), 252-266. |
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Label: |
glitch.bin |
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Text: |
Xilinx bitstreams with circuitries required for glitch injection |
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Notes: |
application/octet-stream |
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glitch_en0.sh |
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text/x-sh |
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glitch_en1.sh |
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text/x-sh |
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glitch_reprogram.sh |
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text/x-sh |
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glitch_reset.sh |
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text/x-sh |
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Label: |
resnet50 |
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Text: |
model file |
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application/octet-stream |
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resnet50_end_to_end_multi_imgs_classical.sh |
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Text: |
classical decision tree detector implementation for resnet50 |
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text/x-sh |
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resnet50_end_to_end_multi_imgs_clean.sh |
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Text: |
resnet50 model implementation without glitch injection |
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text/x-sh |
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resnet50_end_to_end_multi_imgs_lightgbm.sh |
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Text: |
lightgbm detector implementation for resnet50 |
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text/x-sh |
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resnet50_info.rpt |
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Text: |
The timing information for each layer of computation in the PE array for ResNet50 extracted by cycle-accurate hardware profiling |
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resnet50_wrt_glitch_p10000_l10_res2c_branch2b.sh |
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resnet50_wrt_glitch_p5_l54_fc1000.sh |
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try.v |
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partial program source code for glitch injection circuitries. |
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vgg16 |
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model file |
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vgg16_cw_run_p1000_glitch_wt_output.sh |
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vgg16_cw_run_p100_glitch_wt_output.sh |
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vgg16_cw_run_p10_glitch_wt_output.sh |
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vgg16_cw_run_p200_glitch_wt_output.sh |
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vgg16_cw_run_p500_glitch_wt_output.sh |
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vgg16_cw_run_p50_glitch_wt_output.sh |
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vgg16_cw_run_p5_glitch_wt_output.sh |
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vgg16_cw_run_without_glitch_adv.sh |
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vgg16_cw_run_without_glitch_org.sh |
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vgg16_fgsm_eps4_run_p1000_glitch_wt_output_1st_half.sh |
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vgg16_fgsm_eps4_run_p1000_glitch_wt_output_2nd_half.sh |
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vgg16_fgsm_eps4_run_p1000_glitch_wt_output.sh |
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vgg16_fgsm_eps4_run_p100_glitch_wt_output_1st_half.sh |
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vgg16_fgsm_eps4_run_p500_glitch_wt_output_1st_half.sh |
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vgg16_fgsm_eps4_run_p500_glitch_wt_output.sh |
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vgg16_fgsm_eps4_run_p50_glitch_wt_output_1st_half.sh |
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vgg16_fgsm_eps4_run_p50_glitch_wt_output_2nd_half.sh |
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vgg16_fgsm_eps4_run_p50_glitch_wt_output.sh |
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vgg16_fgsm_eps4_run_p5_glitch_wt_output_1st_half.sh |
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vgg16_info.rpt |
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The timing information for each layer of computation in the PE array for VGG16 extracted by cycle-accurate hardware profiling |
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