Deep Learning and Convolutional Neural Networks for Medical Image Computing (Record no. 205403)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 06358nam a22005655i 4500 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9783319429991 |
| -- | 978-3-319-42999-1 |
| 040 ## - CATALOGING SOURCE | |
| Transcribing agency | CUS |
| 245 10 - TITLE STATEMENT | |
| Title | Deep Learning and Convolutional Neural Networks for Medical Image Computing |
| Sub title | Precision Medicine, High Performance and Large-Scale Datasets / |
| Statement of responsibility, etc. | edited by Le Lu, Yefeng Zheng, Gustavo Carneiro, Lin Yang. |
| 250 ## - EDITION STATEMENT | |
| Edition statement | 1st ed. 2017. |
| 300 ## - DESCRIPTION | |
| Extent | XIII, 326 p. 117 illus., 100 illus. in color. |
| 505 0# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Part I: Review -- Chapter 1. Deep Learning and Computer-Aided Diagnosis for Medical Image Processing: A Personal Perspective -- Chapter 2. Review of Deep Learning Methods in Mammography, Cardiovascular and Microscopy Image Analysis -- Part II: Detection and Localization -- Chapter 3. Efficient False-Positive Reduction in Computer-Aided Detection Using Convolutional Neural Networks and Random View Aggregation -- Chapter 4. Robust Landmark Detection in Volumetric Data with Efficient 3D Deep Learning -- Chapter 5. A Novel Cell Detection Method Using Deep Convolutional Neural Network and Maximum-Weight Independent Set -- Chapter 6. Deep Learning for Histopathological Image Analysis: Towards Computerized Diagnosis on Cancers -- Chapter 7. Interstitial Lung Diseases via Deep Convolutional Neural Networks: Segmentation Label Propagation, Unordered Pooling and Cross-Dataset Learning -- Chapter 8. Three Aspects on Using Convolutional Neural Networks for Computer-Aided Detection in Medical Imaging -- Chapter 9. Cell Detection with Deep Learning Accelerated by Sparse Kernel -- Chapter 10. Fully Convolutional Networks in Medical Imaging: Applications to Image Enhancement and Recognition -- Chapter 11. On the Necessity of Fine-Tuned Convolutional Neural Networks for Medical Imaging -- Part III: Segmentation -- Chapter 12. Fully Automated Segmentation Using Distance Regularized Level Set and Deep-Structured Learning and Inference -- Chapter 13. Combining Deep Learning and Structured Prediction for Segmenting Masses in Mammograms -- Chapter 14. Deep Learning Based Automatic Segmentation of Pathological Kidney in CT: Local vs. Global Image Context -- Chapter 15. Robust Cell Detection and Segmentation in Histopathological Images using Sparse Reconstruction and Stacked Denoising Autoencoders -- Chapter 16. Automatic Pancreas Segmentation Using Coarse-to-Fine Superpixel Labeling -- Part IV: Big Dataset and Text-Image Deep Mining -- Chapter 17. Interleaved Text/Image Deep Mining on a Large-Scale Radiology Image Database. |
| 650 #0 - SUBJECT | |
| Keyword | Optical data processing. |
| 650 #0 - SUBJECT | |
| Keyword | Artificial intelligence. |
| 650 #0 - SUBJECT | |
| Keyword | Neural networks (Computer science) . |
| 650 #0 - SUBJECT | |
| Keyword | Radiology. |
| 650 14 - SUBJECT | |
| Keyword | Image Processing and Computer Vision. |
| 650 24 - SUBJECT | |
| Keyword | Artificial Intelligence. |
| 650 24 - SUBJECT | |
| Keyword | Mathematical Models of Cognitive Processes and Neural Networks. |
| 650 24 - SUBJECT | |
| Keyword | Imaging / Radiology. |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Lu, Le. |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Zheng, Yefeng. |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Carneiro, Gustavo. |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Yang, Lin. |
| 856 40 - ONLINE RESOURCES | |
| url | https://doi.org/10.1007/978-3-319-42999-1 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | e-Books |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| -- | https://orcid.org/0000-0002-5571-6220 |
| 912 ## - | |
| -- | ZDB-2-SCS |
| 912 ## - | |
| -- | ZDB-2-SXCS |
| Home library | Current library | Full call number | Accession number | Koha item type |
|---|---|---|---|---|
| Central Library, Sikkim University | Central Library, Sikkim University | 006.6 | E-2987 | e-Books |