Open Access. Powered by Scholars. Published by Universities.®
- Publication
- Publication Type
Articles 1 - 2 of 2
Full-Text Articles in Education
Enhanced Breast Cancer Tumor Classification Using Mobilenetv2: A Detailed Exploration On Image Intensity, Error Mitigation, And Streamlit-Driven Real-Time Deployment, Aaditya Surya, Aditya Keshary Shah, Subash Tarun Sasikumar, Jarnell Kabore
Enhanced Breast Cancer Tumor Classification Using Mobilenetv2: A Detailed Exploration On Image Intensity, Error Mitigation, And Streamlit-Driven Real-Time Deployment, Aaditya Surya, Aditya Keshary Shah, Subash Tarun Sasikumar, Jarnell Kabore
Butler Journal of Undergraduate Research
This research introduces a sophisticated transfer learning model based on Google’s MobileNetV2 for breast cancer tumor classification into normal, benign, and malignant categories, utilizing a dataset of 1576 ultrasound images (265 normal, 891 benign, 420 malignant). The model achieves an accuracy of 0.82, precision of 0.83, recall of 0.81, ROC-AUC of 0.94, PR-AUC of 0.88, and MCC of 0.74. It examines image intensity distributions and misclassification errors, offering improvements for future applications. Addressing dataset imbalances, the study ensures a generalizable model. This work, using a dataset from Baheya Hospital, Cairo, Egypt, compiled by Walid Al- Dhabyani and colleagues (2020), emphasizes …
Investigating The Effectiveness Of Problem-Based Learning In 3d Virtual Worlds. A Preliminary Report On The Hadrian’S Villa Project, Lee Taylor-Helms, Lynne. Kvapil, John Fillwalk, Bernard Frischer
Investigating The Effectiveness Of Problem-Based Learning In 3d Virtual Worlds. A Preliminary Report On The Hadrian’S Villa Project, Lee Taylor-Helms, Lynne. Kvapil, John Fillwalk, Bernard Frischer
Scholarship and Professional Work - LAS
This paper discusses a recent study to test the effectiveness of combining 3D virtual worlds (VWs) with Problem Based Learning (PBL) in archaeological education of undergraduate college students at two American universities. The testbed used was a virtual world of Hadrian’s Villa at Tivoli (Italy), a World Heritage Site dating to the reign of Hadrian (117-138 CE). At both universities courses were offered on the villa using a PBL approach in such a way that the relative strengths and weaknesses of learning based on face-to-face, 2D, and VW presentations could be assessed. The study helped to clarify ways in which …