SpectraFlow combines structure-aware pretraining with mask-guided latent alignment and frequency-directional decoding to improve medical image segmentation accuracy and boundary sharpness in low-data regimes.
IEEE Transactions on Biomedical Engineering (2022),https://www.ncbi.nlm.nih.gov/ pmc/articles/PMC9011180/4
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SpectraFlow: Unifying Structural Pretraining and Frequency Adaptation for Medical Image Segmentation
SpectraFlow combines structure-aware pretraining with mask-guided latent alignment and frequency-directional decoding to improve medical image segmentation accuracy and boundary sharpness in low-data regimes.