Adversarial Metric Attack and Defense for Person Re-identification

IEEE Transactions on Pattern Analysis and Machine Intelligence, pp. 2119-2126, 2021.

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Abstract:

Person re-identification (re-ID) has attracted much attention recently due to its great importance in video surveillance. In general, distance metrics used to identify two person images are expected to be robust under various appearance changes. However, our work observes the extreme vulnerability of existing distance metrics to adversari...More

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