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Journal : Infotekmesin

An Enhanced Dynamic Signature Verification using the X and Y Histogram Features Aris Tjahyanto; Ano Rangga Rahardika; Ary Mazharuddin Shiddiqi
Infotekmesin Vol 12 No 2 (2021): Infotekmesin: Juli 2021
Publisher : P3M Politeknik Negeri Cilacap

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35970/infotekmesin.v12i2.668

Abstract

Dynamic signature verification by using histogram features is a well-known signature forgery detection technique due to its high performance. However, this technique is often limited to angular histograms derived from vectors containing two adjacent points. We propose additional new features from the X and Y histograms to overcome the limitation.  Our experiments indicate that our technique produced Under Curve Area AUC values 0.80 to detect skilled forgery and 0.91 for random forgery. Our method performed best when the verification system uses 12 of the most dominant features.  This setup produced AUC values of 0.80 to detect skilled forgery and 0.93 for random forgery. These results outperformed the original technique when the X and Y histogram features are not used that produced AUC values of 0.78 to detect skilled forgery and 0.90 for random forgery.
Co-Authors A. Zainal Abidin Agung Mustika Rizki Al Kanza, Kalyana Putri Alzamzami, Moch. Nafkhan Ano Rangga Rahardika Aris Tjahyanto Arsyad, Hammuda Arvina Anggie Kharizma Azzam Jihad Ulhaq Bagaskoro Kuncoro Ardi Bagus Jati Santos Baskoro Adi Pratomo Baskoro Adi Pratomo Bayu Arnel Premdan Afristo Bilqis Amaliah Bintang Nuralamsyah Budi Triyono Christian Budhi Sabdana Dedy Yanto Dian Saptarini Diani, Nabila A'idah Dini Yuniasri Dion Devara Aryasatya Doni Putra Purbawa Emerson Eridiansyah Z Fadhila, Farah Dhia Faiz Ainun Karima Faosan Mapa Fayruz Rahma Fikriansyah, Irsyad Gusna Ikhsan Hazna At Thooriqoh Henning Titi Ciptaningtyas Henry Pratama Hudan Studiawan I Komang Ari Mogi I. D. A. A Warmadewanthi Ilham Gurat Adillion Izra Noor Zahara Aliya Joses, Steven Junaidi Junaidi Leonardo, Jonathan M. Naufal Azzmi Mardianto, Ricky Moch. Nafkhan Alzamzami Muhammad Faisal Fanani Nadia Sephia Audina Nanik Suciati Noriandini Dewi Salyasari Nuniek Fahriani Nuniek Fahriani, Nuniek Pradana, Mares Pramudya, Rafli Raihan Prasetyo Wibowo Pratama, Rivanda Putra Prima Wiratama Prinandika, Arya Gading Putri Damayanti Putu Ayu Sinthia A. Quinevera, Stefanie Radityo Anggoro, Radityo Rakhmadany Primananda Royyana M. Ijtihadie Royyana Muslim Ijtihadie Santoso, Bagus Jati Santoso, Bagus Jati Supeno Djanali Teja, Andika Rahman Tohari Ahmad Victor Hariadi Vinorian, Muhammad Ersya Wahyu Suadi Waskhito Wibisono Waskitho Wibisono Yoga Ari Tofan Yudhi Purwananto Yuhana, Umi Laili Yulvida, Donata Zaini, Alfa Fakhrur Rizal