Robert Geirhos

Results 7 repositories owned by Robert Geirhos

Stylized-ImageNet

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Code to create Stylized-ImageNet, a stylized version of standard ImageNet (ICLR 2019 Oral)

texture-vs-shape

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Pre-trained models, data, code & materials from the paper "ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness" (ICLR 2019 Oral)

academic-cv-publications

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Generate a customised list of publications for your LaTeX CV using BibTeX entries.

shortcut-perspective

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Figures & code from the paper "Shortcut Learning in Deep Neural Networks" (Nature Machine Intelligence 2020)

generalisation-humans-DNNs

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Data, code & materials from the paper "Generalisation in humans and deep neural networks" (NeurIPS 2018)

object-recognition

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Data and materials from the paper "Comparing deep neural networks against humans: object recognition when the signal gets weaker" (arXiv 2017)

dataset-pruning-metrics

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Metrics for "Beyond neural scaling laws: beating power law scaling via data pruning " (NeurIPS 2022 Outstanding Paper Award)