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Full Description
Intelligent Medicine on Prediction of Pelvic Lymph Node Metastasis focuses on leveraging intelligent medical techniques to predict lymph node metastasis, using pelvic cancer as a primary case study. Combined with the actual clinical application scenarios, this book introduces deep neural network models, application systems, and carries out method concentrated on the four major links of lymph node location, partition, segmentation and metastasis prediction, aiming to provide theoretical and experimental reference for researchers in this field. In 8 chapters this title introduces the reader to intelligent medicine and deep neural networks, summarises the intelligent biological neural network and the classical artificial neural network, introduces several commonly used network architectures and a new neural network model, and introduces the deep learning based algorithms on lymph nodes metastasis prediction, summarising the method and experimental results. This book is a friendly learning tool, providing beginners and researchers with an in-depth knowledge of deep learning and how to develop intelligent medicine methods in lymph node metastasis prediction.
Contents
1. Introduction
2. Some Popular Neural Networks
3. Introduction to Pelvic Lymph Nodes and Data Preparations
4. Intelligent Localization of Pelvic Lymph Nodes
5. Intelligent Partition of Pelvic Lymph Nodes
6. Intelligent Segmentation of Pelvic Lymph Nodes and Accessory Accompanying Pelvis Artery
7. Intelligent Prediction of Pelvic Lymph Node Metastasis
8. Summary
