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cs.CV2026
SONIC: Spectral Oriented Neural Invariant Convolutions
Gijs Joppe Moens, Regina Beets-Tan, Eduardo H. P. Pooch
Convolutional Neural Networks (CNNs) rely on fixed-size kernels scanning local patches, which limits their ability to capture global context or long-range dependencies without very…
cs.CV2025
Anomaly-Driven Approach for Enhanced Prostate Cancer Segmentation
Alessia Hu, Regina Beets-Tan, Lishan Cai +1
Magnetic Resonance Imaging (MRI) plays an important role in identifying clinically significant prostate cancer (csPCa), yet automated methods face challenges such as data imbalance…