![]() Hence, in this work, we investigate how we can support doctors to faster assess X-ray images, and reduce the chance of overlooking suspicious regions. Thus, the motivation for our work is to let doctors decide about the final diagnosis and treatment and develop a system, which can provide hints for doctors where to pay more attention to. Integrating this information into an end-to-end pipeline is difficult and makes results even less interpretable. Moreover, additional patient information such as the patient’s medical history, and clinical test results are often crucial to a correct diagnosis. While anyone can decide whether an image depicts a dog or a cat, deciding whether a medical image shows abnormalities, is a highly difficult task requiring specialists with years of training.Īnother specialty of medical applications is that a simple classification decision does often not suffice.Įnd-to-end deep learning solutions tend to be hard to interpret, preventing their application in an area as sensitive as deciding for a treatment. ![]() ![]() In medical applications, labels are expensive to acquire. However, they require vast amounts of labeled data as witnessed by the marvelous boost in image recognition after the publication of the large scale ImageNet data set. Reproducibility and accelerate research we make our code publicly available atĭeep Learning techniques are ubiquitous and achieving state-of-the-art performance in many areas. Most of our approaches perform not better than random. Importance of preprocessing and one of our main findings is that without it, Results on a real-world dataset of X-ray images of hands. Provide an extensive evaluation of different approaches and demonstrateĮmpirically that even without labels it is possible to achieve satisfying Mistaken for an anomaly, we introduce a powerful preprocessing pipeline. To reduce the effect of noise, which often can be Unsupervised learning to detect anomalies and show how the outputs of these Therefore, we adopt state-of-the-art approaches for Increases the efficiency of making a diagnosis and reduces the risk of missing Used to assist doctors in evaluating X-ray images of hands. Investigate how unsupervised methods trained on images without anomalies can be Systems delivering an uncertain final diagnosis in an end-to-end-fashion, we ![]() Hence, instead of focusing on uninterpretable black-box ![]() Instead, it often requires to takeĪdditional background information such as the patient's medical history or test Moreover, due to ambiguous symptoms, single images rarely suffice toĬorrectly diagnose a medical condition. Obtaining labels for medical (image) data requires scarce and expensiveĮxperts. ![]()
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