INFORMATION PROCESSING PROGRAM, DEVICE, AND METHOD FOR DETECTING A BACKDOOR

INFORMATION PROCESSING PROGRAM, DEVICE, AND METHOD FOR DETECTING A BACKDOOR

An information processing program comprising instructions which, when the program is executed by a computer, cause the computer to execute processing, the processing including: generating a trigger image by using a generation processing configured to receive an input image and output the trigger ima...

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1. Verfasser: Shimizu, Toshiya
Format: Patent
Sprache:eng ; fre ; ger
Schlagworte:
CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
PHYSICS
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creator Shimizu, Toshiya
description An information processing program comprising instructions which, when the program is executed by a computer, cause the computer to execute processing, the processing including: generating a trigger image by using a generation processing configured to receive an input image and output the trigger image; calculating a first index that determines whether or not the trigger image serves as a backdoor for a trained target model; calculating a second index that determines whether or not the trigger image is included in an image set prepared in advance as prior knowledge; executing machine learning of the generation processing using the first index and the second index; and detecting a backdoor that exists in the target model on a basis of the first index for the trigger image generated by the generation processing in which the machine learning has been executed.
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subjects CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
PHYSICS
title INFORMATION PROCESSING PROGRAM, DEVICE, AND METHOD FOR DETECTING A BACKDOOR
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