Text Segmentation and Recognition for Enhanced Image Spam Detection is popular PDF and ePub book, written by Mallikka Rajalingam in 2020-08-10, it is a fantastic choice for those who relish reading online the Technology & Engineering genre. Let's immerse ourselves in this engaging Technology & Engineering book by exploring the summary and details provided below. Remember, Text Segmentation and Recognition for Enhanced Image Spam Detection can be Read Online from any device for your convenience.
Text Segmentation and Recognition for Enhanced Image Spam Detection Book PDF Summary
This book discusses email spam detection and its challenges such as text classification and categorization. The book proposes an efficient spam detection technique that is a combination of Character Segmentation and Recognition and Classification (CSRC). The author describes how this can detect whether an email (text and image based) is a spam mail or not. The book presents four solutions: first, to extract the text character from the image by segmentation process which includes a combination of Discrete Wavelet Transform (DWT) and skew detection. Second, text characters are via text recognition and visual feature extraction approach which relies on contour analysis with improved Local Binary Pattern (LBP). Third, extracted text features are classified using improvised K-Nearest Neighbor search (KNN) and Support Vector Machine (SVM). Fourth, the performance of the proposed method is validated by the measure of metric named as sensitivity, specificity, precision, recall, F-measure, accuracy, error rate and correct rate. Presents solutions to email spam detection and discusses its challenges such as text classification and categorization; Analyzes the proposed techniques’ performance using precision, F-measure, recall and accuracy; Evaluates the limitations of the proposed research thereby recommending future research.
Detail Book of Text Segmentation and Recognition for Enhanced Image Spam Detection PDF
- Author : Mallikka Rajalingam
- Release : 10 August 2020
- Publisher : Springer Nature
- ISBN : 9783030530471
- Genre : Technology & Engineering
- Total Page : 120 pages
- Language : English
- PDF File Size : 19,9 Mb
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