rgeirhos

Robert Geirhos's repositories

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)

Language:RNOASSERTION780 19 30

Stylized-ImageNet

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

Language:PythonMIT499 13 12

generalisation-humans-DNNs

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

Language:RNOASSERTION95 8 6

shortcut-perspective

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

Language:Python94 7 1

academic-cv-publications

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

Language:TeXMIT92 3 1

dataset-pruning-metrics

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

Apache-2.047 1 2

object-recognition

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

Language:MATLABNOASSERTION35 90

linux-sort-iCloud-photos

Script to sort photos from iCloud on Linux by date

Language:PythonMIT5 20

lucent

Lucid library adapted for PyTorch

Language:PythonApache-2.0200

pytorch-lightning-vae

VAE for color images

Language:PythonApache-2.0010

vissl

VISSL is FAIR's library of extensible, modular and scalable components for SOTA Self-Supervised Learning with images.

Language:Jupyter NotebookMIT010