rgeirhos/generalisation-humans-DNNs

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Created about 6 years ago
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rgeirhos/generalisation-humans-DNNs

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

texture-vs-shape

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)

Stylized-ImageNet

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

shortcut-perspective

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

academic-cv-publications

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

object-recognition

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

dataset-pruning-metrics

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

linux-sort-iCloud-photos

Script to sort photos from iCloud on Linux by date