Proceedings ArticleDOI
Automated Breast Cancer Identification by analyzing Histology Slides using Metaheuristic Supported Supervised Classification coupled with Bag-of-Features
Shouvik Chakraborty,Sankhadeep Chatterjee,Amlan Chatterjee,Kalyani Mali,Saptarsi Goswami,Soumya Sen +5 more
- pp 81-86
TLDR
An automated computer assisted framework has been proposed to analyze and detect the type of the disease from the current condition of the breast and three models have been compared in terms of accuracy.Abstract:
Breast cancer is one of the major threats to the human being. Early identification can prevent some of the premature deaths. Manual methods are sometimes very tedious and time consuming. Moreover manual diagnosis can be prone to error. Automated analysis can reduce the overhead of the manual diagnosis and reduce the error. In this work, an automated computer assisted framework has been proposed to analyze and detect the type of the disease from the current condition of the breast. Histological slides have been used for automated diagnosis. SIFT based feature selection and extraction method has been used followed by a Bag-of-Features method. The extracted features are classified by a metaheuristic supported Artificial Neural Network. Three models have been compared in terms of accuracy and obtained results are reported in a comprehensive manner.read more
Citations
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Book ChapterDOI
An Overview of Biomedical Image Analysis From the Deep Learning Perspective
Shouvik Chakraborty,Kalyani Mali +1 more
TL;DR: In this chapter, a comprehensive overview of the deep learning-assisted biomedical image analysis methods is presented and can be helpful for the researchers to understand the recent developments and drawbacks of the present systems.
Book ChapterDOI
An Advanced Approach to Detect Edges of Digital Images for Image Segmentation
TL;DR: This chapter proposes a new filter (kernel), and the compass operator is applied on it to detect edges more efficiently, and the results are compared with some of the previously proposed filters both qualitatively and quantitatively.
Book ChapterDOI
Data Security Techniques Based on DNA Encryption
Mousomi Roy,Shouvik Chakraborty,Kalyani Mali,Raja Swarnakar,Kushankur Ghosh,Arghasree Banerjee,Sankhadeep Chatterjee +6 more
TL;DR: In this work, DNA encryption and its different approaches are discussed to give a brief overview on the data security methods based on DNA encryption.
Book ChapterDOI
Biomedical Image Security Using Matrix Manipulation and DNA Encryption
Mousomi Roy,Shouvik Chakraborty,Kalyani Mali,Arghasree Banerjee,Kushankur Ghosh,Sankhadeep Chatterjee +5 more
TL;DR: A secure and lossless encryption method is developed in this work and various numerical parameters are used to evaluate the performance of the proposed method which proves the effectiveness of the algorithm.
Book ChapterDOI
A Robust Image Encryption Method Using Chaotic Skew-Tent Map
TL;DR: In this chapter, chaotic skew-tent map is adapted to encode an image and the values of various test parameters show the power and efficiency of the proposed algorithm, which can be used as a safeguard for sensitive image data and a secure method of image transmission.
References
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Journal ArticleDOI
An Integrated Interactive Technique for Image Segmentation using Stack based Seeded Region Growing and Thresholding
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TL;DR: A novel real time integrated method to locate the segmented region of interest of an image based on the Region Growing segmentation method along with the thresholding supported image segmentation established that the proposed integrated method outperformed the region growing method in terms of the recall and F-score.