ISSN2320-2882
Impact Factor9.17
UGC ParametersAligned
Low Cost₹1501 / $59
CrossRefDOI
ESTD2013
Peer ReviewTransparent
AccessOpen
Submission: Always Open
Paper Title
Handwriting Similarity, Forgery And Spam Detection Tool
Authors
Lanakalapalli Asharani , Hariprasad Laveti , A.S.P.V.E.Achari , Bhaskarrao Uppu , Sadvika Laveti
Keywords
Handwriting Recognition, Handwriting Similarity, Deep Metric Learning, FAISS, Forgery Detection, knn, ORB, PCA, Error Level Analysis (ELA), Threat Intelligence, URLHaus, VirusTotal, Spam Detection.
Abstract
This paper presents a smart and advanced forensic tool that combines handwriting similarity, forgery detection, and spam detection into one integrated system. The project was fully developed and executed on a Raspberry Pi 5, which plays a key role in making the tool portable, energy efficient, and cost effective. This shows that advanced forensic and cybersecurity operations can be performed on small hardware without needing high-end systems. The handwriting similarity module checks whether two handwritten documents are written by the same person, focusing only on handwritten content. The forgery detection module finds duplicate or tampered areas such as signatures, stamps, QR codes, and government documents by using image analysis techniques. The spam and threat detection module identifies and blocks spam messages, unsafe links, and malicious files including APKs, EXE, and document formats that may cause harm. The toolkit uses machine learning methods for better accuracy and gives simple visual results for easy understanding. Testing proved that the system performs smoothly on the Raspberry Pi 5 with an overall accuracy of more than 95 percent, showing that it is a reliable and practical solution for real time document verification and digital threat detection.
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How To Cite
Choose the style your journal or department asks for, then copy it. Every version below is generated from this paper's own record.
IJCRT — journal style
"Handwriting Similarity, Forgery And Spam Detection Tool", IJCRT - International Journal of Creative Research Thoughts (www.ijcrt.org), ISSN:2320-2882, Vol.13, Issue 11, page no.a611-a621, November 2025, Available :https://ijcrt.org/papers/IJCRT2511069.pdf
APA — 7th edition
Asharani, L., Laveti, H., A.S.P.V.E.Achari, Uppu, B., & Laveti, S. (2025). Handwriting Similarity, Forgery And Spam Detection Tool. International Journal of Creative Research Thoughts, 13(11), a611-a621. https://ijcrt.org/viewpaperforall.php?paper=IJCRT2511069
MLA — 9th edition
Asharani, Lanakalapalli, et al. "Handwriting Similarity, Forgery And Spam Detection Tool." International Journal of Creative Research Thoughts, vol. 13, no. 11, 2025, pp. a611-a621, https://ijcrt.org/viewpaperforall.php?paper=IJCRT2511069.
Chicago — 17th, bibliography
Asharani, Lanakalapalli, et al. "Handwriting Similarity, Forgery And Spam Detection Tool." International Journal of Creative Research Thoughts 13, no. 11 (2025): a611-a621. https://ijcrt.org/viewpaperforall.php?paper=IJCRT2511069.
Harvard — author–date
Asharani, L. et al. (2025) 'Handwriting Similarity, Forgery And Spam Detection Tool', International Journal of Creative Research Thoughts, 13(11), pp. a611-a621. Available at: https://ijcrt.org/viewpaperforall.php?paper=IJCRT2511069
IEEE — numbered reference
L. Asharani, H. Laveti, A.S.P.V.E.Achari, B. Uppu and S. Laveti, "Handwriting Similarity, Forgery And Spam Detection Tool," IJCRT, vol. 13, no. 11, pp. a611-a621, Nov. 2025.
Vancouver — biomedical
Asharani L, Laveti H, A.S.P.V.E.Achari, Uppu B, Laveti S. Handwriting Similarity, Forgery And Spam Detection Tool. IJCRT. 2025 Nov;13(11):a611-a621.
AMA — 11th edition
Asharani L, Laveti H, A.S.P.V.E.Achari, Uppu B, Laveti S. Handwriting Similarity, Forgery And Spam Detection Tool. IJCRT. 2025;13(11):a611-a621. Accessed at https://ijcrt.org/viewpaperforall.php?paper=IJCRT2511069
BibTeX — Zotero, Mendeley, LaTeX
@article{IJCRT2511069,
author = {Lanakalapalli Asharani and Hariprasad Laveti and A.S.P.V.E.Achari and Bhaskarrao Uppu and Sadvika Laveti},
title = {Handwriting Similarity, Forgery And Spam Detection Tool},
journal = {International Journal of Creative Research Thoughts},
volume = {13},
number = {11},
pages = {a611-a621},
year = {2025},
month = {November},
issn = {2320-2882},
url = {https://ijcrt.org/viewpaperforall.php?paper=IJCRT2511069}
}
RIS — EndNote, RefWorks
TY - JOUR
AU - Asharani, Lanakalapalli
AU - Laveti, Hariprasad
AU - A.S.P.V.E.Achari
AU - Uppu, Bhaskarrao
AU - Laveti, Sadvika
TI - Handwriting Similarity, Forgery And Spam Detection Tool
T2 - International Journal of Creative Research Thoughts
JA - IJCRT
VL - 13
IS - 11
PY - 2025
SN - 2320-2882
UR - https://ijcrt.org/viewpaperforall.php?paper=IJCRT2511069
SP - a611-a621
ER -
Issue
Volume 13 Issue 11,
November-2025
Pages : a611-a621
Article Information
- Published In
- International Journal of Creative Research Thoughts — Volume 13, Issue 11, November 2025
- Pages
- a611-a621
- Published
- November 2025
- Registration ID
- IJCRT_296055
- Published Paper ID
- IJCRT2511069
- Research Area
- Science and Technology
- Author Type
- Indian Author
- Location
- Visakhapatnam, Andhra Pradesh, India
- Peer Review
- Request Peer Review Report
- Licence
- CC BY 4.0 · Open Access
- ISSN & Impact Factor
- 2320-2882 · IF 9.17
- Downloads
- 247
- Permanent Link
- https://ijcrt.org/viewpaperforall.php?paper=IJCRT2511069
- Published Paper PDF
- https://ijcrt.org/papers/IJCRT2511069.pdf
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International Journal of Creative Research Thoughts
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2320-2882
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