Offline Handwritten Signature Identification based on Hybrid Features and Proposed Deep Model

Handwritten signature identification is the process of identifying the true identity of an individual by analyzing their signature. This is an important task in applications such as financial transactions, legal documents, and biometric systems. Various techniques have been developed for signature...

Full description

Bibliographic Details
Published in:	Iraqi Journal for Computer Science and Mathematics
Main Authors:	Zainab Hashim, Hanaa Mohsin, Ahmed Alkhayyat
Format:	Article
Language:	English
Published:	College of Education, Al-Iraqia University 2024-02-01
Subjects:	Deep Learning Fast Fourier Transform Gray-Level Co-occurrence Matrix Handwritten Signature Linear Discriminant Analysis
Online Access:	https://journal.esj.edu.iq/index.php/IJCM/article/view/893

Similar Items

Offline Handwritten Signature Verification Using Deep Neural Networks
by: José A. P. Lopes, et al.
Published: (2022-10-01)

Advances in Offline Handwritten Signature Recognition Research: A Review
by: Zhaoya Wang, et al.
Published: (2023-01-01)

HANDWRITTEN SIGNATURE RECOGNITION USING NEURAL NETWORKS
by: Anna V. Pyataeva, et al.
Published: (2023-09-01)

Handwritten Indic Script Recognition Based on the Dempster–Shafer Theory of Evidence
by: Mukhopadhyay Anirban, et al.
Published: (2018-02-01)

Survey of the Stability of Uniqueness of Muscle Synergy Patterns in Handwritten Signature over Time
by: Arsalan Asemi, et al.
Published: (2023-09-01)

Approaches to online handwritten signature verification
by: Anastasia V. Beresneva, et al.
Published: (2020-06-01)

Forensic Validation of Biometrics Using Dynamic Handwritten Signatures
by: Raul Sanchez-Reillo, et al.
Published: (2018-01-01)

DBN Fusion Model for Offline Handwritten Chinese Characters Ｒecognition
by: LIU Lu, et al.
Published: (2017-12-01)

CNN with Batch Normalization Adjustment for Offline Hand-written Signature Genuine Verification
by: Wifda Muna Fatihia, et al.
Published: (2023-02-01)

A Survey of Offline Handwriting Signature Verification
by: Jihad Majeed Nori, et al.
Published: (2025-01-01)

Spatial Analysis of Local Statistics for Handwritten Signature Recognition
by: Suphian Mohammed Tariq
Published: (2024-06-01)

Research on Detecting AI-Generated Forged Handwritten Signatures via Data-Efficient Image Transformers
by: Yanli Hao, et al.
Published: (2025-01-01)

DEEP LEARNING FOR OFFLINE SIGNATURE VERIFICATION: A NOVEL MULTI-CHANNEL FEATURE FUSION NETWORK
by: Anuradha Kasangottuwar, et al.
Published: (2025-07-01)

Online Handwritten Signature Verification Method Based on Uni-Feature Correlation Coefficient between Signatures
by: Ruonan Liu, et al.
Published: (2023-11-01)

Benchmarking on offline Handwritten Tamil Character Recognition using convolutional neural networks
by: B.R. Kavitha, et al.
Published: (2022-04-01)

Exploration of advancements in handwritten document recognition techniques
by: Vanita Agrawal, et al.
Published: (2024-06-01)

Handwritten Signature Generation Using Denoising Diffusion Probabilistic Models with Auxiliary Classification Processes
by: Dong-Jin Hong, et al.
Published: (2024-11-01)

Offline Signature Biometric Verification with Length Normalization using Convolution Neural Network
by: Zahraa Mazin Alkattan, et al.
Published: (2022-10-01)

OHSCR: Benchmarks Dataset for Offline Handwritten Sindhi Character Recognition
by: Jakhro Abdul Naveed, et al.
Published: (2024-05-01)

An Offline Signature Verification and Forgery Detection Method Based on a Single Known Sample and an Explainable Deep Learning Approach
by: Hsin-Hsiung Kao, et al.
Published: (2020-05-01)

Multi-scale CNN-CrossViT network for offline handwritten signature recognition and verification
by: Wanying Li, et al.
Published: (2025-07-01)

Online handwritten signature verification and recognition based on dual-tree complex wavelet packet transform
by: Atefeh Foroozandeh, et al.
Published: (2020-01-01)

Identification of Bamboo Species Based on Leaf Texture using Gray Level Co-Occurrence Matrix and Gray Level Run Length Matrix
by: Endina Putri Purwandari, et al.
Published: (2018-10-01)

Offline Handwritten Chinese Character Recognition Based on DBN and CNN Fusion Model
by: LI Lanying, et al.
Published: (2020-06-01)

Enhancing Security: Infused Hybrid Vision Transformer for Signature Verification
by: Muhammad Ishfaq, et al.
Published: (2024-01-01)

Analysis of muscle fatigue conditions using time-frequency images and GLCM features
by: Karthick P.A., et al.
Published: (2016-09-01)

ANALISIS TEKSTUR PADA CITRA IRIS MATA MENGGUNAKAN ALGORITMA GRAY LEVEL CO-OCCURENCY MATRIX
by: Asti Herliana, et al.
Published: (2019-08-01)

Texture Analysis in Musculoskeletal Ultrasonography: A Systematic Review
by: Yih-Kuen Jan, et al.
Published: (2025-02-01)

Multimodal Biometric System Based on the Fusion in Score of Fingerprint and Online Handwritten Signature
by: Hafs Toufik, et al.
Published: (2023-06-01)

Advancements in CNN Architectures for Offline Handwritten Arabic Character Recognition
by: El Ibrahimi Aissam, et al.
Published: (2025-01-01)

Deep template matching for offline handwritten Chinese character recognition
by: Zhiyuan Li, et al.
Published: (2019-10-01)

Two Decades of Bengali Handwritten Digit Recognition: A Survey
by: A. B. M. Ashikur Rahman, et al.
Published: (2022-01-01)

Handwritten text generation and strikethrough characters augmentation
by: A.V. Shonenkov, et al.
Published: (2022-06-01)

Offline Arabic handwritten word recognition: A transfer learning approach
by: Mohamed Awni, et al.
Published: (2022-11-01)

Identification of Human Ovarian Adenocarcinoma Cells with Cisplatin-Resistance by Feature Extraction of Gray Level Co-Occurrence Matrix Using Optical Images
by: Chih-Ling Huang, et al.
Published: (2020-06-01)

Descending Stairs Detection Using Digital Image Processing to Guide Visually Impaired
by: Ahmad Wali Satria Bahari Johan, et al.
Published: (2024-09-01)

Quantitative Analysis of Melanosis Coli Colonic Mucosa Using Textural Patterns
by: Chung-Ming Lo, et al.
Published: (2020-01-01)

Verification of a static (off-line) signature using a convolutional neural network
by: U. Yu. Akhundjanov, et al.
Published: (2022-06-01)

The Challenges of Recognizing Offline Handwritten Chinese: A Technical Review
by: Lu Shen, et al.
Published: (2023-03-01)

Towards the Natural Language Processing as Spelling Correction for Offline Handwritten Text Recognition Systems
by: Arthur Flor de Sousa Neto, et al.
Published: (2020-10-01)