anurooprtj/fingerprint-alteration-analysis

A subset of Sokoto Coventry Fingerprint Dataset (SOCOFing) are used for classification # fingerprint-alteration-analysis A subset of Sokoto Coventry Fingerprint Dataset (SOCOFing) are used for classification. General classification includes Real and Altered classes. Inside altered class, there are 3 different levels of alteration: - obliteration - central rotation - z-cut ### Dataset Creation 1. A subset of 3976 fingerprint images is taken. 2. Lable classes are 'Real', 'Zcut', 'CR' and 'Obl'. 3. Perform label encoding and convert to labels 0,1,2,3. ### Model Evaluation 1. CNN model is applied 2. Using early stopping and Patience method best model is saved and evaluated. ### Perfomance Chart