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![Stages of Fingerprint formation Taken from [9]. Fingerp | Open-i](https://openi.nlm.nih.gov/imgs/512/253/3141687/PMC3141687_1742-4682-8-24-2.png)

































































![[1909.09901] Learning a Fixed-Length Fingerprint Representation](https://ar5iv.labs.arxiv.org/html/1909.09901/assets/figures/failure_cases.png)

























