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

NB Trinh, TD Phan, VH Pham - … International Symposium on Information …, 2022 - dl.acm.org
… out to targeted victims by the URL of that fake website [9]. … , VGG19 and InceptionV3 do not
perform well when combined … does not perform well in classifying phishing sites compared …

Detection of phishing attacks using visual similarity model

R Paturi, L Swathi, KS Pavithra… - … on Applied Artificial …, 2022 - ieeexplore.ieee.org
… to get access to a victim's personal information, such as bank … A visual similarity-based
method to combat phishing attempts … has no way of knowing whether they are on a phishing site

Two level filtering mechanism to detect phishing sites using lightweight visual similarity approach

RS Rao, AR Pais - Journal of Ambient Intelligence and Humanized …, 2020 - Springer
… a light-weight visual similarity based blacklist approach as a … legitimate site information
when the phishing site is detected … in higher delay in detection process making it not suitable at …

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
… development of visual similarity-based detection methods. … webpage screenshots, and not
affected by embedded objects … click the phishing URL and input personal information. The key …

Scope of visual-based similarity approach using convolutional neural network on phishing website detection

J Rajaram, M Dhasaratham - … of Intelligent System Design: INDIA 2019, 2021 - Springer
… sensitive information from the victim through third-party fraud. … the visual similarity based
approach on phishing detection, … -based anti-phishing approach was not yet considered. The …

[PDF][PDF] Webpage Matching Based on Visual Similarity.

M Ge, X Yu, L Ye, J Shi - Computers, Materials & Continua, 2022 - cdn.techscience.cn
… and deceive the victims. To better identify and distinguish … but does not make full use of all
related information. Meanwhile, … by calculating webpage similarity based on Empirical Mode …

Evaluating the Effectiveness and Robustness of Visual Similarity-based Phishing Detection Models

F Ji, K Lee, H Koo, W You, E Choo, H Kim… - arXiv preprint arXiv …, 2024 - arxiv.org
… the visual appearance of legitimate websites to deceive victims. … not specifically tailored for
phishing detection, to provide a broader baseline for comparison. Detailed model information

Combining text and visual features to improve the identification of cloned webpages for early phishing detection

B Van Dooremaal, P Burda, L Allodi… - Proceedings of the 16th …, 2021 - dl.acm.org
phishing detection approaches, visual similaritybased … of phishing web pages often does not
provide information on the … Typically, attackers lure victims to a phishing website by sending …

Webpage visual feature extraction and similarity algorithm

J Li, C Zhang, X Yu - Proceedings of the 2020 International Conference …, 2020 - dl.acm.org
… We do not focus on subtle changes in visual blocks. If … between the phishing website and
the victim website to verify the … of calculating webpage similarity based on visual features. The …

Phishing site detection using similarity of website structure

S Tanaka, T Matsunaka, A Yamada… - 2021 IEEE conference …, 2021 - ieeexplore.ieee.org
… Our method can detect phishing sites that is not registered with blocklists or do … Visual
similarity-based phishing detection without victim site information. In: 2009 IEEE Symposium on …