Robert Geirhos's starred repositories
google-research
Google Research
tuning_playbook
A playbook for systematically maximizing the performance of deep learning models.
visual_anagrams
Code for the paper "Visual Anagrams: Generating Multi-View Optical Illusions with Diffusion Models"
ImageNet21K
Official Pytorch Implementation of: "ImageNet-21K Pretraining for the Masses"(NeurIPS, 2021) paper
self-refine
LLMs can generate feedback on their work, use it to improve the output, and repeat this process iteratively.
dataset-pruning-metrics
Metrics for "Beyond neural scaling laws: beating power law scaling via data pruning " (NeurIPS 2022 Outstanding Paper Award)
fooling-feature-visualizations
Code for "Don't trust your eyes: on the (un)reliability of feature visualizations"
spurious_imagenet
Spurious Features Everywhere - Large-Scale Detection of Harmful Spurious Features in ImageNet
humanlike-vits
ViT models pretrained with up to ~5k hours of human-like video data
trapped-in-texture-bias
Official code release for the paper Trapped in texture bias? A large scale comparison of deep instance segmentation, accepted at ECCV 2022
CLIP-imagenet-evaluation
Run CLIP inference on the ImageNet dataset and use these inferences as labels to train other models and again evaluate the trained model on Imagenet validation dataset using original labels or CLIP labels
awesome-representational-alignment
A curated list of representational alignment papers, projects, and presentations
trivial-or-impossible
Code for "Trivial or impossible—dichotomous data difficulty masks model differences (on ImageNet and beyond)" (ICLR 2022)
linux-sort-iCloud-photos
Script to sort photos from iCloud on Linux by date
diffusion-noise-cls-pytorch
This is an unofficial implementation of the diffusion-style noise frontend in "Intriguing properties of generative classifiers" by Priyank Jaini, Kevin Clark, Robert Geirhos to improve the shape-bias of vision models.
neural_harmonizer
Oficial implementation of the paper Performance-optimized DNNs are evolving into worse models of inferotemporal visual cortex