Selection of optimal thresholds in multi-level thresholding using multi-objective emperor penguin optimization for precise segmentation of mammogram images

S Subasree, NK Sakthivel… - Journal of Circuits …, 2022 - World Scientific
In medical image examination, image segmentation is the broadly used method. Currently,
the efficient segmentation of mammogram images is the main challenge. Many methods …

Deep Learning based Improved Generative Adversarial Network for Addressing Class Imbalance Classification Problem in Breast Cancer Dataset

S Subasree, NK Sakthivel, M Shobana… - International Journal of …, 2023 - World Scientific
The breast cancer diagnosis is one of the challenging tasks of medical field. Especially, the
breast cancer diagnosis among younger women (under 40 years old) is more complicated …

A Perspective Analysis of Regularization and Optimization Techniques in Machine Learning

AK Jain, PP Rao, KV Sharma - Computational Analysis and …, 2021 - Wiley Online Library
In the present days of big data analytics, the magnitude of data generated is escalating at an
exponential rate and requires high‐end machines with many‐core CPUs (GPUs) to handle …

Deep Learning‐Based Prediction Techniques for Medical Care: Opportunities and Challenges

S Subasree, NK Sakthivel - Computational Analysis and Deep …, 2021 - Wiley Online Library
In this chapter, we will discuss various opportunities and challenges and suggest a few
intelligent architectures for better Diseases Pattern Predictions including Cancer Pattern …