# A comparative study of shallow learning and deep transfer learning techniques for accurate fingerprints vitality detection

> Research article (Pattern Recognition Letters, 2021) · cited 17× · AI/ML

**Wikidata**: [openalex:W3191344932](https://www.wikidata.org/wiki/openalex:W3191344932)  
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