Peniel worked on two different projects during her internship at Sheba Innovation Center. The first project involved classifying medical images by modality (e.g. XRAY, MRI, etc.) and imaging modality (e.g. XRAY chest, MRI head, etc.). The second project that Peniel worked on involved “looking at medical image classification and evaluating the effect of error on the model performance.” Peniel “designed the workflow of the project, including choosing the datasets, conducting background research, building the models, and evaluating the performance. The results showed meaningful insights on mislabeling that could result from human error and how that impacts the overall classifier.”
Peniel’s projects were submitted to a radiology conference to share the results within the medical community.