Bethge Lab (@bethgelab)
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Top repositories

1

foolbox

A Python toolbox to create adversarial examples that fool neural networks in PyTorch, TensorFlow, and JAX
Python
2,733
star
2

imagecorruptions

Python package to corrupt arbitrary images.
Python
409
star
3

siamese-mask-rcnn

Siamese Mask R-CNN model for one-shot instance segmentation
Jupyter Notebook
346
star
4

model-vs-human

Benchmark your model on out-of-distribution datasets with carefully collected human comparison data (NeurIPS 2021 Oral)
Python
333
star
5

robust-detection-benchmark

Code, data and benchmark from the paper "Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming" (NeurIPS 2019 ML4AD)
Jupyter Notebook
182
star
6

stylize-datasets

A script that applies the AdaIN style transfer method to arbitrary datasets
Python
155
star
7

robustness

Robustness and adaptation of ImageNet scale models. Pre-Release, stay tuned for updates.
Python
128
star
8

openimages2coco

Convert Open Images annotations into MS Coco format to make it a drop in replacement
Jupyter Notebook
112
star
9

slow_disentanglement

Towards Nonlinear Disentanglement in Natural Data with Temporal Sparse Coding
Jupyter Notebook
72
star
10

frequency_determines_performance

Code for the paper: "No Zero-Shot Without Exponential Data: Pretraining Concept Frequency Determines Multimodal Model Performance" [NeurIPS'24]
Jupyter Notebook
71
star
11

AnalysisBySynthesis

Adversarially Robust Neural Network on MNIST.
Python
64
star
12

game-of-noise

Trained model weights, training and evaluation code from the paper "A simple way to make neural networks robust against diverse image corruptions"
Python
62
star
13

decompose

Blind source separation based on the probabilistic tensor factorisation framework
Python
43
star
14

adversarial-vision-challenge

NIPS Adversarial Vision Challenge
Python
41
star
15

CiteME

CiteME is a benchmark designed to test the abilities of language models in finding papers that are cited in scientific texts.
Python
35
star
16

InDomainGeneralizationBenchmark

Python
33
star
17

robust-vision-benchmark

Robust Vision Benchmark
Python
22
star
18

docker

Information and scripts to run and develop the Bethge Lab Docker containers
Makefile
20
star
19

slurm-monitoring-public

Monitor your high performance infrastructure configured over slurm using TIG stack
Python
19
star
20

google_scholar_crawler

Crawl Google scholar publications and authors
Python
12
star
21

DataTypeIdentification

Code for the ICLR'24 paper: "Visual Data-Type Understanding does not emerge from Scaling Vision-Language Models"
11
star
22

magapi-wrapper

Wrapper around Microsoft Academic Knowledge API to retrieve MAG data
Python
10
star
23

testing_visualizations

Code for the paper " Exemplary Natural Images Explain CNN Activations Better than Feature Visualizations"
Python
10
star
24

docker-deeplearning

Development of new unified docker container (WIP)
Python
9
star
25

sort-and-search

Code for the paper: "Efficient Lifelong Model Evaluation in an Era of Rapid Progress" [NeurIPS'24]
Python
9
star
26

notorious_difficulty_of_comparing_human_and_machine_perception

Code for the three case studies: Closed Contour Detection, Synthetic Visual Reasoning Test, Recognition Gap
Jupyter Notebook
8
star
27

lifelong-benchmarks

Benchmarks introduced in the paper: "Lifelong Benchmarks: Efficient Model Evaluation in an Era of Rapid Progress"
8
star
28

tools

Shell
6
star
29

docker-jupyter-deeplearning

Docker Image with Jupyter for Deep Learning (Caffe, Theano, Lasagne, Keras)
6
star
30

docker-xserver

Docker Image with Xserver, OpenBLAS and correct user settings
Shell
2
star
31

gym-Atari-SpaceInvaders-V0

Python
1
star
32

bwki-weekly-tasks

BWKI Task of the week
Jupyter Notebook
1
star