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Attila Lengyel

2 accepted papers

2023

Color Equivariant Convolutional Networks

NeurIPS 2023poster

Color is a crucial visual cue readily exploited by Convolutional Neural Networks (CNNs) for object recognition. However, CNNs struggle if there is data imbalance between color variations introduced by accidental recording conditions. Color invariance addresses this issue but does so at the cost of r…

2021

Zero-Shot Day-Night Domain Adaptation With a Physics Prior

ICCV 2021poster

We explore the zero-shot setting for day-night domain adaptation. The traditional domain adaptation setting is to train on one domain and adapt to the target domain by exploiting unlabeled data samples from the test set. As gathering relevant test data is expensive and sometimes even impossible, we…

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