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08/19/2023
Anomaly-Aware Semantic Segmentation via Style-Aligned OoD Augmentation
Within the context of autonomous driving, encountering unknown objects b...
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03/09/2023
Identification of Systematic Errors of Image Classifiers on Rare Subgroups
Despite excellent average-case performance of many image classifiers, th...
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06/28/2021
Test-Time Adaptation to Distribution Shift by Confidence Maximization and Input Transformation
Deep neural networks often exhibit poor performance on data that is unli...
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04/20/2021
Does enhanced shape bias improve neural network robustness to common corruptions?
Convolutional neural networks (CNNs) learn to extract representations of...
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01/27/2021
Meta Adversarial Training
Recently demonstrated physical-world adversarial attacks have exposed vu...
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10/12/2020