ACDC dataset

How Bidirectional Copy-Paste Closes the Labeled Unlabeled Gap

How Bidirectional Copy-Paste Closes the Labeled Unlabeled Gap

Leave a Comment / Image Segmentation /

Analysis by the aitrendblend editorial team, filed under AI for Medical Imaging and Healthcare About a 17 minute read Semi Supervised Segmentation Mean Teacher Cardiac MRI Pancreatic CT Copy Paste Augmentation A copy paste blend between a labeled and an unlabeled scan, the core mechanism behind bidirectional copy paste segmentation A hospital research team has […]

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SDCL Framework for Semi-Supervised Medical Image Segmentation

SDCL: Two Students Learning From Each Other’s Mistakes Fix a Blind Spot in Segmentation

Leave a Comment / Machine Learning, Image Segmentation, Medical AI /

Analysis by the aitrendblend editorial team. Medical review by . Thirteen minute read. Source paper posted to arXiv, October 2024. Semi Supervised Segmentation Mean Teacher Pancreas CT Left Atrium MRI ACDC Cardiac MRI Pseudo Labels Correction Learning Ask two radiology residents to trace the same pancreas on the same CT slice and their outlines will

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SemSim Adds Semantic Similarity to FixMatch Segmentation

1 Comment / Machine Learning, Image Segmentation /

Analysis by the aitrendblend editorial team, based on the published paper and an independent read of its claims. Not a substitute for advice from a licensed clinician or radiologist. Medical Imaging AI Semi Supervised Learning Cardiac MRI Segmentation Skin Lesion Segmentation Prostate MRI Segmentation SemSim rebuilds FixMatch around semantic similarity rather than raw pixel agreement,

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