Conferences/ Workshops/ Seminar proceedings and presentationshttps://karuspace.karu.ac.ke/handle/20.500.12092/16162024-03-29T15:43:11Z2024-03-29T15:43:11ZDeep Transfer Learning Optimization Techniques for Medical Image Classification: A ReviewKariuki, Paul WahomeGikunda, Patrick KinyuaWandeto, John Mwangihttps://karuspace.karu.ac.ke/handle/20.500.12092/30312024-01-11T00:00:22Z2022-01-01T00:00:00ZDeep Transfer Learning Optimization Techniques for Medical Image Classification: A Review
Kariuki, Paul Wahome; Gikunda, Patrick Kinyua; Wandeto, John Mwangi
Medical image classification is a complex and challenging task due to the heterogeneous nature of medical data. Deep transfer learning has emerged as a promising technique for medical image classification, allowing the leveraging of knowledge from pre-trained models learned from large-scale datasets, resulting in improved performance with minimal training and overcoming the disadvantage of small data sets. This paper concisely overviews cutting-edge deep transfer learning optimization approaches for medical image classification. The study covers convolutional neural networks and transfer learning techniques, including relation-based, feature-based, parameter-based, and instance-based transfer learning. Classical classifiers such as Resnet, VGG, Alexnet, Googlenet, and Inception are examined, and their performance on medical image classification tasks is compared. The paper also discusses optimization techniques, such as batch normalization, regularization, and weight initialization, as well as data augmentation and kernel mathematical formulations. The study concludes by identifying challenges when using deep transfer learning for medical image classification and proposing potential future approaches for this field.
Deep transfer learning optimization techniques for medical image classification
2022-01-01T00:00:00ZUTILIZATION OF MOBILE DEVICES IN ACCESSING INFORMATION BY LECTURERS AND STUDENTS IN PUBLIC UNIVERSITIES IN KENYABURUDI, PETER SHIBONJEhttps://karuspace.karu.ac.ke/handle/20.500.12092/29932023-11-22T00:00:24Z2023-11-21T00:00:00ZUTILIZATION OF MOBILE DEVICES IN ACCESSING INFORMATION BY LECTURERS AND STUDENTS IN PUBLIC UNIVERSITIES IN KENYA
BURUDI, PETER SHIBONJE
UTILIZATION OF MOBILE DEVICES IN ACCESSING INFORMATION BY LECTURERS AND STUDENTS
2023-11-21T00:00:00ZMEDIATING ROLE OF ENTREPRENEURIAL LEADERSHIP ON SENIOR TEAM ATTRIBUTES AND ORGANIZATIONAL AMBIDEXTERITY OF COFFEE MARKETING COOPERATIVE SOCIETIES IN KENYAKiura, Hesbon Mbuthiahttps://karuspace.karu.ac.ke/handle/20.500.12092/29572023-11-10T00:00:23Z2023-11-01T00:00:00ZMEDIATING ROLE OF ENTREPRENEURIAL LEADERSHIP ON SENIOR TEAM ATTRIBUTES AND ORGANIZATIONAL AMBIDEXTERITY OF COFFEE MARKETING COOPERATIVE SOCIETIES IN KENYA
Kiura, Hesbon Mbuthia
PowerPoint Presentation
2023-11-01T00:00:00ZAFRICAN ORAL LITERATURE: ANALYSIS OF VISUAL RESOURCES AND IMPROVISED TECHNIQUES IN SELECTED BUKUSU CIRCUMCISION SONGSJUMA, WABWILE BENSONhttps://karuspace.karu.ac.ke/handle/20.500.12092/29562023-11-10T00:00:23Z2023-11-01T00:00:00ZAFRICAN ORAL LITERATURE: ANALYSIS OF VISUAL RESOURCES AND IMPROVISED TECHNIQUES IN SELECTED BUKUSU CIRCUMCISION SONGS
JUMA, WABWILE BENSON
PowerPoint Seminar Presentation
2023-11-01T00:00:00Z