A transfer-learning-based framework for multi-class classification of breast cancer using whole-slide images / (Record no. 84437)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02615nam a2200349 a 4500 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | EG-GiCUC |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20250223032927.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 220308s2021 ua dh f m 000 0 eng d |
| 040 ## - CATALOGING SOURCE | |
| Original cataloging agency | EG-GiCUC |
| Language of cataloging | eng |
| Transcribing agency | EG-GiCUC |
| 041 0# - LANGUAGE CODE | |
| Language code of text/sound track or separate title | eng |
| 049 ## - LOCAL HOLDINGS (OCLC) | |
| Holding library | Deposite |
| 097 ## - Thesis Degree | |
| Thesis Level | M.Sc |
| 099 ## - LOCAL FREE-TEXT CALL NUMBER (OCLC) | |
| Classification number | Cai01.13.03.M.Sc.2021.Sh.T |
| 100 0# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Shrief Sayed Ahmed Abdelazeez |
| 245 12 - TITLE STATEMENT | |
| Title | A transfer-learning-based framework for multi-class classification of breast cancer using whole-slide images / |
| Statement of responsibility, etc. | Shrief Sayed Ahmed Abdelazeez Ahmed ; Supervised Mohamed Emad M. Rasmy , Muhammad Ahmed Monir Islam |
| 246 15 - VARYING FORM OF TITLE | |
| Title proper/short title | اطار عمل قائم على نقل التعلم لتصنيف متعدد الفئات لسرطان الثدي باستخدام صور الشرائح الكاملة |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | Cairo : |
| Name of publisher, distributor, etc. | Shrief Sayed Ahmed Abdelazeez Ahmed , |
| Date of publication, distribution, etc. | 2021 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 73 P. : |
| Other physical details | charts , facsimiles ; |
| Dimensions | 30cm |
| 502 ## - DISSERTATION NOTE | |
| Dissertation note | Thesis (M.Sc.) - Cairo University - Faculty of Engineering - Department of Systems and Biomedical Engineering |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | Breast cancer has become one of the most common death causes worldwide, especially in females. The diagnosis of breast cancer with haemo toxylin and eosin (H&E) stained slides is essential but non-trivial, and pathologists often differ on the final decision. Computer-aid diagnosis using whole-slide images (WSIs) helps to reduce the cost and improve the accuracy of the diagnosis. A transfer learning framework for the classification of H&E-stained breast biopsy images is proposed .The imaged tissues are divided into four classes, normal, benign lesion, in-situ carcinoma, and invasive carcinoma. Feature extraction in the proposed framework is based on DenseNet-201pre-trained convolution neural network (CNN) model. Also, the final classification layers are appropriately modified. Training and testing of the classification framework was carried out on the Bre Ast Cancer Histology (BACH) WSI datasets of the International Conference on Image Analysis and Recognition (ICIAR) 2018 challenge. Image augmentation techniques were applied to increase the training data samples.The proposed framework achieved an average testing accuracy of about 95% |
| 530 ## - ADDITIONAL PHYSICAL FORM AVAILABLE NOTE | |
| Additional physical form available note | Issued also as CD |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Breast cancer |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Multi-class Classification |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Transfer Learning |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Whole-Slide Images |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Mohamed Emad M. Rasmy , |
| Relator term | |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Muhammad Ahmed Monir Islam , |
| Relator term | |
| 856 ## - ELECTRONIC LOCATION AND ACCESS | |
| Uniform Resource Identifier | <a href="http://172.23.153.220/th.pdf">http://172.23.153.220/th.pdf</a> |
| 905 ## - LOCAL DATA ELEMENT E, LDE (RLIN) | |
| Cataloger | Nazla |
| Reviser | Revisor |
| 905 ## - LOCAL DATA ELEMENT E, LDE (RLIN) | |
| Cataloger | Shimaa |
| Reviser | Cataloger |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Source of classification or shelving scheme | Dewey Decimal Classification |
| Koha item type | Thesis |
| Source of classification or shelving scheme | Not for loan | Home library | Current library | Date acquired | Full call number | Barcode | Date last seen | Koha item type | Copy number |
|---|---|---|---|---|---|---|---|---|---|
| Dewey Decimal Classification | المكتبة المركزبة الجديدة - جامعة القاهرة | قاعة الرسائل الجامعية - الدور الاول | 11.02.2024 | Cai01.13.03.M.Sc.2021.Sh.T | 01010110085543000 | 22.09.2023 | Thesis | ||
| Dewey Decimal Classification | المكتبة المركزبة الجديدة - جامعة القاهرة | مخـــزن الرســائل الجـــامعية - البدروم | 11.02.2024 | Cai01.13.03.M.Sc.2021.Sh.T | 01020110085543000 | 22.09.2023 | CD - Rom | 85543.CD |