Phishing webpage detection based on global and local visual similarity

M Wang, L Song, L Li, Y Zhu, J Li - Expert Systems with Applications, 2024 - Elsevier
In recent years, phishing websites have constantly evolved, causing traditional URL or
HTML-based detection methods less effective. This limitation motivated the development of …

Visual similarity-based phishing detection using deep learning

U Saeed - Journal of Electronic Imaging, 2022 - spiedigitallibrary.org
Phishing is a common cybercrime that tempts a target to reveal personal and financial
information by imitating a legitimate webpage. Classical techniques, such as list-based, and …

Phishing Website Detection as a Website Comparing Problem

MK Le-Nguyen, TCH Nguyen, DT Le, VH Nguyen… - SN Computer …, 2022 - Springer
Phishing attacks are severe threats to websites; therefore, phishing intelligence is crucial for
web owners to prevent potential phishing campaigns. Intuitively, phishing websites must …

Visualphishnet: Zero-day phishing website detection by visual similarity

S Abdelnabi, K Krombholz, M Fritz - Proceedings of the 2020 ACM …, 2020 - dl.acm.org
Phishing websites are still a major threat in today's Internet ecosystem. Despite numerous
previous efforts, similarity-based detection methods do not offer sufficient protection for the …

Leveraging deep learning image classifiers for visual similarity-based phishing website detection

NB Trinh, TD Phan, VH Pham - … of the 11th International Symposium on …, 2022 - dl.acm.org
Phishing is a major cybersecurity threat that is increasingly dangerous and complicated,
especially during a global pandemic when there is a great need for remote work and …

PhishSim: aiding phishing website detection with a feature-free tool

RW Purwanto, A Pal, A Blair… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
In this paper, we propose a feature-free method for detecting phishing websites using the
Normalized Compression Distance (NCD), a parameter-free similarity measure which …

An effective detection approach for phishing websites using URL and HTML features

A Aljofey, Q Jiang, A Rasool, H Chen, W Liu, Q Qu… - Scientific Reports, 2022 - nature.com
Today's growing phishing websites pose significant threats due to their extremely
undetectable risk. They anticipate internet users to mistake them as genuine ones in order to …

Detecting phishing web pages with visual similarity assessment based on earth mover's distance (EMD)

AY Fu, L Wenyin, X Deng - IEEE transactions on dependable …, 2006 - ieeexplore.ieee.org
An effective approach to phishing Web page detection is proposed, which uses Earth
mover's distance (EMD) to measure Web page visual similarity. We first convert the involved …

Phishpedia: A hybrid deep learning based approach to visually identify phishing webpages

Y Lin, R Liu, DM Divakaran, JY Ng, QZ Chan… - 30th USENIX Security …, 2021 - usenix.org
Recent years have seen the development of phishing detection and identification
approaches to defend against phishing attacks. Phishing detection solutions often report …

On effectiveness of source code and SSL based features for phishing website detection

S Roopak, AP Vijayaraghavan… - 2019 1st International …, 2019 - ieeexplore.ieee.org
Phishing is a social engineering method to steal user credentials through data entry forms
from malicious websites. Currently available anti-malware softwares can only detect black …