On the Applications of Neural Ordinary Differential Equations in Medical Image Analysis
Hao Niu,
Yuxiang Zhou,
Xiaohao Yan
et al.
Abstract:Medical image analysis tasks are characterized by high-noise, volumetric, and multi-modality, posing challenges for the model that attempts to learn robust features from the input images. Over the last decade, deep neural networks (DNNs) have achieved enormous success in medical image analysis tasks, which can be attributed to their powerful feature representation capability. Despite the promising results reported in numerous literature, DNNs are also criticized for several pivotal limits, with one of the limi… Show more
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