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cs.CV2025
CalibrateMix: Guided-Mixup Calibration of Image Semi-Supervised Models
Mehrab Mustafy Rahman, Jayanth Mohan, Tiberiu Sosea +1
Semi-supervised learning (SSL) has demonstrated high performance in image classification tasks by effectively utilizing both labeled and unlabeled data. However, existing SSL metho…
cs.CV2023★ 1 cited
MarginMatch: Improving Semi-Supervised Learning with Pseudo-Margins
Tiberiu Sosea, Cornelia Caragea
We introduce MarginMatch, a new SSL approach combining consistency regularization and pseudo-labeling, with its main novelty arising from the use of unlabeled data training dynamic…