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cs.CV2022★ 8 cited
Blind Knowledge Distillation for Robust Image Classification
Timo Kaiser, Lukas Ehmann, Christoph Reinders +1
Optimizing neural networks with noisy labels is a challenging task, especially if the label set contains real-world noise. Networks tend to generalize to reasonable patterns in the…
cs.CV2022
ChimeraMix: Image Classification on Small Datasets via Masked Feature Mixing
Christoph Reinders, Frederik Schubert, Bodo Rosenhahn
Deep convolutional neural networks require large amounts of labeled data samples. For many real-world applications, this is a major limitation which is commonly treated by augmenta…