Jinghui Chu, Kailong Huang, Wei Lü. A Method for Brain Tumor Segmentation Using Cascaded Modified U-Net[J]. Laser & Optoelectronics Progress, 2021, 58(8): 0810020
- Laser & Optoelectronics Progress
- Vol. 58, Issue 8, 0810020 (2021)
Fig. 1. Three stages cascaded architecture
Fig. 2. Multi-levels feature maps fusing
Fig. 3. Dilated convolution
Fig. 4. Condition random fields as recurrent neural network
Fig. 5. Modified U-Net structure
Fig. 6. Different modalities of MRI and label images
Fig. 7. Results of segmentation
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Table 1. Dice scores and Hausdorff distances on BraTS 2018 validation set (66 cases) with different methods
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Table 2. Performance comparison of segmentation methods on BraTS 2018 validation set (66 cases)
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