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Effects of scaling, noise, and compression on breast cancer detection in whole slide images / (Record no. 71135)

MARC details
000 -LEADER
fixed length control field 03094cam a2200325 a 4500
003 - CONTROL NUMBER IDENTIFIER
control field EG-GiCUC
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 190401s2018 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.2018.Wa.E
100 0# - MAIN ENTRY--PERSONAL NAME
Personal name Wafa{u2019}a Abdulhameed Abdullah Alolofi
245 10 - TITLE STATEMENT
Title Effects of scaling, noise, and compression on breast cancer detection in whole slide images /
Statement of responsibility, etc. Wafa{u2019}a Abdulhameed Abdullah Alolof ; Supervised Ahmed Mohamed Badawi , Muhammad Ali Rushdi , Mohammed Ahmed Islam
246 15 - VARYING FORM OF TITLE
Title proper/short title تأثير التكبير والضوضاء وضغط البيانات على الكشف عن سرطان الثدي في صور الشرائح الكاملة
260 ## - PUBLICATION, DISTRIBUTION, ETC.
Place of publication, distribution, etc. Cairo :
Name of publisher, distributor, etc. Wafa{u2019}a Abdulhameed Abdullah Alolof ,
Date of publication, distribution, etc. 2018
300 ## - PHYSICAL DESCRIPTION
Extent 107 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. Whole slide imaging (WSI) is a recent technology introduced in medical pathology practices. WSI images are created using a computerized system that scans, changes, and stitches pathology specimen glass slides into digital images that have a multi-resolution pyramid construction of a huge gigabyte size. Therefore, digital whole slide imaging brings major challenges in data storage, transmission (telepathology), processing and interoperability.Whole-slide imaging enables histopathological analysis of biological tissues at very high levels of magnification, and hence the early detection of anomalies such as breast cancer can be achieved. In thiswork, we investigate the effects of scaling, compression, and noise on anomaly detection in whole slide imaging. ThusThus, we analyze the effects of image scale on anomaly detection performance. We propose a learning-based approach to find the scale mappings between WSI levels using partial least-square (PLS) regression.The learned scale mapping can be used to detect anomalies in lower-resolution images and small magnification hence reduce the computational cost of anomaly detection.Then we explore the effect of different levels of noise on anomaly detection. We simulate different scenarios where WSI images are contaminated with Gaussian noise and several de-noising algorithms were applied, namely de-noising with PLS, Block Matching 3D (BM3D) and the combination of PLS and BM3D. We show how these different de-noising techniques can help to reduce the noise severity on anomaly detection.Our results lead to useful conclusions on how to handle whole slide images under scaling, compression, and noise conditions
530 ## - ADDITIONAL PHYSICAL FORM AVAILABLE NOTE
Additional physical form available note Issued also as CD
653 #4 - INDEX TERM--UNCONTROLLED
Uncontrolled term Digital pathology
653 #4 - INDEX TERM--UNCONTROLLED
Uncontrolled term Virtual microscopy
653 #4 - INDEX TERM--UNCONTROLLED
Uncontrolled term Whole-slide imaging
700 0# - ADDED ENTRY--PERSONAL NAME
Personal name Ahmed Mohamed Badawi ,
Relator term
700 0# - ADDED ENTRY--PERSONAL NAME
Personal name Mohammed Ahmed Islam ,
Relator term
700 0# - ADDED ENTRY--PERSONAL NAME
Personal name Muhammad Ali Rushdi ,
Relator term
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
Holdings
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.2018.Wa.E 01010110077508000 22.09.2023 Thesis  
Dewey Decimal Classification   المكتبة المركزبة الجديدة - جامعة القاهرة مخـــزن الرســائل الجـــامعية - البدروم 11.02.2024 Cai01.13.03.M.Sc.2018.Wa.E 01020110077508000 22.09.2023 CD - Rom 77508.CD