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Anatomical Conditioning for Contrastive Unpaired Image-to-Image Translation of Optical Coherence Tomography Images
April 9, 2024, 4:48 a.m. | Marc S. Seibel, Hristina Uzunova, Timo Kepp, Heinz Handels
cs.CV updates on arXiv.org arxiv.org
Abstract: For a unified analysis of medical images from different modalities, data harmonization using image-to-image (I2I) translation is desired. We study this problem employing an optical coherence tomography (OCT) data set of Spectralis-OCT and Home-OCT images. I2I translation is challenging because the images are unpaired, and a bijective mapping does not exist due to the information discrepancy between both domains. This problem has been addressed by the Contrastive Learning for Unpaired I2I Translation (CUT) approach, but …
abstract analysis arxiv cs.cv data data set eess.iv home image images image-to-image image-to-image translation medical optical set study translation type
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