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Medical image segmentation can be made dramatically more robust to domain shift by focusing on the *rank* of voxel probabilities rather than the probabilities themselves.
Achieve state-of-the-art OCT retinal layer segmentation by reliably aligning data across varying annotation granularities, even with limited labeled data.
Reconstructing horses in 4D from video is now faster and more accurate thanks to a new method that separates motion and appearance, and learns from synthetic data.