AI Article Synopsis

  • Biometrics measures unique physical and behavioral traits, like fingerprints, which are more reliable than traditional ID methods.
  • Digital fingerprint images can suffer from issues like scanner noise and skin condition, affecting their quality.
  • A new enhancement method combining diffusion-coherence and 2D log-Gabor filters improves fingerprint image quality by reducing noise and overcoming previous filter limitations, with results tested on the FVC database.

Article Abstract

Biometrics is the measurement of an individual's distinctive physical and behavioral characteristics. In comparison to traditional token-based or knowledge-based forms of identification, biometrics such as fingerprints, are more reliable. Fingerprint images recorded digitally can be affected by scanner noise, incorrect finger pressure, condition of the finger's skin (wet, dry, or abraded), or physical material it is scanned from. Image enhancement algorithms applied to fingerprint images remove noise elements while retaining relevant structures (ridges, valleys) and help in the detection of fingerprint features (minutiae). Amongst the most common image enhancement filters is the Gabor filter, however, given their restricted maximum bandwidth as well as limited range of spectral information, it falls short. We put forward a novel method of fingerprint image enhancement using a combination of a diffusion-coherence filter and a 2D log-Gabor filter. The log-Gabor overcomes the limitations of the Gabor filter while Coherence Diffusion mitigates noise elements within fingerprint images. Implementation is done on the FVC image database and assessed visual comparison with coherence diffusion used disjointedly and with the Gabor filter.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC10280261PMC
http://dx.doi.org/10.7717/peerj-cs.1183DOI Listing

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