Deep learning-based spam image filtering - ScienceDirect
Apr 1, 2023 · Our proposed methodology is based on applying different pre-trained deep learning models, including InceptionV3, Densely Connected Convolutional Networks 121 …
Machine Learning Techniques for Spam Detection in Email and …
Feb 3, 2022 · Supervised machine learning techniques, i.e., decision trees, random forests, support vector machines, and artificial neural networks, can be used for email spam detection …
Apr 6, 2022 · In this research, we conduct experiments to determine the efectiveness of various machine learning algorithms for image spam detection. We consider a wide variety machine …
This research aims to increase model accuracy in detecting and preventing spam images using the latest machine learning technology. This chapter explains how and what the classifiers will …
Image SPAM Detection Using ML and DL Techniques
Feb 28, 2022 · Several experiments evaluate the efficiency and performance of (ML) algorithms for spam detection. Using the Image Spam Hunter Dataset extracted from real spam e-mails, …
A Review on Machine Learning Techniques for Image Based Spam …
In this paper we explored different machine learning techniques relevant to the spam detection and discussed the contributions provided by researchers for controlling the spamming problem …
Spam Detection Using Machine Learning - ML Journey
Mar 1, 2025 · Machine learning-based spam detection techniques help filter unwanted messages by analyzing textual patterns, sender reputation, and behavioral patterns. These techniques …
An Improved Image Spam Classification Model Based on Deep Learning …
In this research, we analyze image spam using a CNN model based on deep learning techniques. The proposed model is fine-tuned and optimized for both feature extraction as well as for …
Machine learning for email spam filtering: review, approaches …
Jun 1, 2019 · We present a systematic review of some of the popular machine learning based email spam filtering approaches. Our review covers survey of the important concepts, …
Convolutional Neural Networks for Image Spam Detection
Apr 2, 2022 · In this research, we consider the problem of image spam detection, based on image analysis. We apply convolutional neural networks (CNN) to this problem, we compare the …