@incollection{, A65E7765FA7D2F9A5F61C3C44522A414 , author={{Joy NkechinyereOlawuyi} and {AfolabiB.Samuel}}, journal={{Global Journal of Computer Science and Technology}}, journal={{GJCST}}0975-41720975-435010.34257/gjcst, address={Cambridge, United States}, publisher={Global Journals Organisation}2314553 } @incollection{b0, , title={{A Survey on Transfer Learning}} , author={{ SJPan } and { Yang } and { Q }} , journal={{IEEE Transactions on Knowledge and Data Engineering}} 22 10 , year={2009} } @incollection{b1, , title={{Transfer Learning in Collaborative Filtering for Sparsity Reduction}} , author={{ WPan } and { EWXiang } and { NNLiu } and { Yang } and { Q }} , booktitle={{Twenty-Fourth AAAI Conference on Artificial Intelligence}} , year={2010. July} } @incollection{b2, , title={{Convolutional Neural Networks for Medical Image Analysis: Full Training Or Fine Tuning}} , author={{ NTajbakhsh } and { JYShin } and { SRGurudu } and { RTHurst } and { CBKendall } and { MBGotway } and { JLiang }} , journal={{IEEE Transactions on Medical Imaging}} 35 5 , year={2016} } @book{b3, , title={{Image Processing: The Fundamentals, Second Edition}} , author={{ MPetrou } and { CPetrou }} 10.1002/9781 , year={2010} , publisher={John Wiley and Sons} } @incollection{b4, , title={{Imagenet: A Large-Scale Hierarchical Image Database}} , author={{ JDeng } and { WDong } and { RSocher } and { LJLi } and { KLi } and { LFei-Fei }} , booktitle={{2009 IEEE Conference on Computer Vision and Pattern Recognition}} , year={2009. June} } @incollection{b5, , title={{With Great Training Comes Great Vulnerability: Practical Attacks Against Transfer Learning}} , author={{ BWang } and { YYao } and { BViswanath } and { HZheng } and { BYZhao }} , booktitle={{27 th {USENIX} Security Symposium ({USENIX} Security 18}} , year={2018} } @incollection{b6, , title={{Chestx-Ray8: Hospital-Scale Chest X-Ray Database and Benchmarks on Weakly-Supervised Classification and Localization of Common Thorax Diseases}} , author={{ XWang } and { YPeng } and { LLu } and { ZLu } and { MBagheri } and { RMSummers }} , booktitle={{Proceedings of The IEEE Conference on Computer Vision and Pattern Recognition}} The IEEE Conference on Computer Vision and Pattern Recognition , year={2017} } @book{b7, , title={{Chexpert: A Large Chest Radiograph Dataset with Uncertainty Labels and Expert Comparison}} , author={{ JIrvin } and { PRajpurkar } and { MKo } and { YYu } and { SCiurea-Ilcus } and { CChute } and { JSeekins }} Arxiv:1901.07031 , year={2019} , note={Arxiv Preprint} } @book{b8, , author={{ JLPrince } and { JMLinks }} , title={{Medical Imaging Signals and Systems}} Upper Saddle River , publisher={Pearson Prentice Hall} , year={2006} } @book{b9, , author={{ LTorrey } and { JShavlik }} , title={{Transfer Learning in Handbook of Research on Machine Learning Applications and Trends: Algorithms, Methods, and Techniques}} , publisher={IGI Global} , year={2010} } @incollection{b10, , title={{A Review of Domain Adaptation without Target Labels}} , author={{ WMKouw } and { MLoog }} , journal={{IEEE Transactions on Pattern Analysis and Machine Intelligence}} , year={2019} } @book{b11, , title={{Towards Automated Melanoma Screening: Exploring Transfer Learning Schemes}} , author={{ AMenegola } and { MFornaciali } and { RPires } and { SAvila } and { EValle }} Arxiv: 1609.01228 , year={2016} , note={Arxiv Preprint} } @incollection{b12, , title={{Visualizing and Understanding Convolutional Networks}} , author={{ MDZeiler } and { Fergus } and { R }} , booktitle={{European Conference on Computer Vision}} Cham , publisher={Springer} , year={2014. September} } @incollection{b13, , title={{Deep Learning at Chest Radiography: Automated Classification of Pulmonary Tuberculosis By using Convolutional Neural Networks}} , author={{ PLakhani } and { BSundaram }} , journal={{Radiology}} 284 2 , year={2017} } @incollection{b14, , title={{High-Throughput Classification of Radiographs using Deep Convolutional Neural Networks}} , author={{ ARajkomar } and { SLingam } and { AGTaylor } and { MBlum } and { JMongan }} , journal={{Journal of Digital Imaging}} 30 1 , year={2017} } @incollection{b15, , title={{Deep Convolutional Neural Networks for Computer-Aided Detection: CNN Architectures, Dataset Characteristics and Transfer Learning}} , author={{ HCShin } and { HRRoth } and { MGao } and { LLu } and { ZXu } and { INogues } and { ..Summers } and { RM }} , journal={{IEEE Transactions on Medical Imaging}} 35 5 , year={2016} } @incollection{b16, , title={{Comparison of Deep Learning Approaches for Multi-Label Chest X-Ray Classification}} , author={{ IMBaltruschat } and { HNickisch } and { MGrass } and { TKnopp } and { ASaalbach }} , journal={{Scientific Reports}} 9 1 , year={2019} } @incollection{b17, , title={{Classification of Brain MRI Tumor Images: A Hybrid Approach}} , author={{ SKumar } and { CDabas } and { SGodara }} , journal={{Procedia Computer Science}} 122 , year={2017} } @book{b18, , title={{Overview of The Imageclef}} , author={{ DeHerrera } and { AG SKalpathy-Cramer } and { JDemner-Fushman } and { DAntani } and { SKMüller } and { H }} , year={2013. September. 2013} } @book{b19, , title={{Medical Tasks. in CLEF (Working Notes)}} } @incollection{b20, , title={{Chest Pathology Detection using Deep Learning with Non-Medical Training}} , author={{ YBar } and { IDiamant } and { LWolf } and { SLieberman } and { EKonen } and { HGreenspan }} , booktitle={{2015 IEEE 12th International Symposium on Biomedical Imaging (ISBI)}} , publisher={IEEE} , year={2015. April} } @book{b21, , author={{ WTao } and { MAl-Amin } and { HChen } and { MCLeu } and { ZYin } and { RQin }} , title={{Real-Time Assembly Operation Recognition with Fog Computing and Transfer Learning for Human-Centered Intelligent Manufacturing. Procedia Manufacturing}} , year={2020} 48 } @incollection{b22, , title={{Transfer Representation Learning for Medical Image Analysis}} , author={{ CKShie } and { CHChuang } and { CNChou } and { MHWu } and { EYChang }} , booktitle={{37th Annual International Conference of The IEEE Engineering in Medicine and Biology Society (EMBC)}} , publisher={IEEE} , year={2015. August. 2015} } @incollection{b23, , title={{Convolutional Neural Networks: An Overview and Application in Radiology}} , author={{ RYamashita } and { MNishio } and { RK GDo } and { Al }} Org/10.1007/S13244-018-0639-9 , journal={{Insights Imaging}} 9 , year={2018. 2018} }