Diana Davletshina, Valentyn Melnychuk, Viet Tran, Hitansh Singla, Max Berrendorf...
TL;DR通过无监督学习方法检测异常值以帮助医生评估 X 光手部图像并减少错过重要区域的风险,介绍了一个强大的预处理管道来减少噪声的影响,实验证明未标记图像数据仍然可以取得令人满意的成果。
Abstract
Obtaining labels for medical (image) data requires scarce and expensive
experts. Moreover, due to ambiguous symptoms, single images rarely suffice to
correctly diagnose a medical condition. Instead, it often requires to take
additional background information such as the patient's medical history or test
results into account. Hence, instead of focusing on uni