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A fingerprint classification technique using multilayer SOM

Radio Science Conference, 2000. 17th NRSC '2000. Seventeenth National • 2000
العودة
معلومات البحث
المؤلفون W. M. Shalash ; F. Abou-Chadi
الكلمات المفتاحية SOM - fingerprint classification - Neural Networks
المجلة العلمية Radio Science Conference, 2000. 17th NRSC '2000. Seventeenth National
الناشر IEEE
المجلد Not Available
العدد Not Available
الصفحات C26/1 - C26/8
publication.type International
رابط البحث Open Link
المواد المرفقة Not Available
الملخص
This paper presents an automatic fingerprint classification technique similar to that reported by Ongun and Halici (see Proc. of IEEE vol.84, no.10, p.1497-12, 1996) but, an inverse filtering technique was introduced to restore the distorted parts of the images prior to the feature extraction stage. The results have shown that introducing the inverse filtering stage has improved the percentage of correct classification. Typical classification accuracy reaches 91% with no rejects, 98% with 8.1% rejects compared to the 87% with no rejects, 95% with 9.4% rejects obtained using the previously reported technique