Adaptive Weighted Losses With Distribution Approximation for Efficient Consistency-Based Semi-Supervised Learning
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DOI: 10.1109/tcsvt.2022.3186041
Abstract: Recent semi-supervised learning (SSL) algorithms such as FixMatch achieve state-of-the-art performance by exploiting consistency regularization and entropy minimization techniques. However, many consistency-based SSL algorithms extract pseudo-labels from unlabeled data through a fixed threshold and ignore… read more here.
Keywords: consistency; weighted losses; semi supervised; consistency based ... See more keywords