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cs.CV2025
Screener: Self-supervised Pathology Segmentation in Medical CT Images
Mikhail Goncharov, Eugenia Soboleva, Mariia Donskova +5
Accurate detection of all pathological findings in 3D medical images remains a significant challenge, as supervised models are limited to detecting only the few pathology classes a…
cs.CV2024
Anatomical Positional Embeddings
Mikhail Goncharov, Valentin Samokhin, Eugenia Soboleva +5
We propose a self-supervised model producing 3D anatomical positional embeddings (APE) of individual medical image voxels. APE encodes voxels' anatomical closeness, i.e., voxels of…