Diagnostic biomedical signal and image processing applications with deep learning methods. (2023)

• Record Type: Book
• Further Information: Note: Edited by Kemal Polat, Saban Öztürk.
• Editors: Polat, Kemal; Öztürk, Şaban, 1989-
• Contents: 1. Introduction to Deep Learning and Diagnosis in Medicine; 2. 1D CNN based identification of Sleep disorders using EEG signals; 3. Classification of Histopathological Colon Cancer Images Using PSO based Feature Selection Algorithm; 4. Arrhythmia Diagnosis from ECG Signal Pulses with One?Dimensional Convolutional Neural Network; 5. Patch-based Approaches to Whole Slide Histologic Grading of Breast Cancer using Convolutional Neural Networks; 6. Deep neural architecture for the breast cancer detection from medical CT image modalities; 7. Automated Analysis of Phase-Contrast Optical Microscopy Time-Lapse Images: Application to Wound Healing and Cell Motility Assays of Breast Cancer; 8. Automatic detection of normal structures and pathological changes in radiological chest images using deep learning methods; 9. Adversarial attacks: dependence on medical image type, CNN architecture as well as on the attack and defense methods; 10. A Deep Ensemble Network for Lung Segmentation with Stochastic Weighted Averaging; 11. Ensemble of segmentation approaches based on convolutional neural networks; 12. Classification of diseases from CT images using LSTM based CNN This chapter explains LSTM modules, CT dataset, and CT related diseases; 13. A Novel Polyp Segmentation Approach using U-net with Saliency-like Feature Fusion
• Publisher Details: Amsterdam : Academic Press
• Publication Date: 2023
• Extent: 1 online resource (300 pages)
• Subjects: 610.285631; Artificial intelligence -- Medical applications; Deep learning (Machine learning); Diagnostic imaging -- Data processing; Electrophysiology; Signal processing; Biomedical engineering
• Languages: English
• ISBNs: 9780323996815
• Related ISBNs: 9780323961295
• Notes: Note: Description based on CIP data; resource not viewed.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.