MLP-UNEXT for brain metastasis detection and segmentation in multiparametric MRI
Yuheng Li,
Chih-Wei Chang,
Xiaofeng Yang
Abstract:Brain metastases are a serious form of brain cancer that can significantly shorten a patient's life expectancy. Accurately detecting and tracking the volume of metastatic lesions is critical for patient prognosis. While transformer methods have been shown to be effective in natural images, they require large and annotated datasets to achieve state-of-the-art performance. Convolutional neural networks (CNNs), on the other hand, are easier to train and can achieve high performance even with smaller datasets, mak… Show more
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