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
2,660
star
2

imagecorruptions

Python package to corrupt arbitrary images.
Python
372
star
3

siamese-mask-rcnn

Siamese Mask R-CNN model for one-shot instance segmentation
Jupyter Notebook
339
star
4

model-vs-human

Benchmark your model on out-of-distribution datasets with carefully collected human comparison data (NeurIPS 2021 Oral)
Python
319
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
178
star
6

stylize-datasets

A script that applies the AdaIN style transfer method to arbitrary datasets
Python
152
star
7

robustness

Robustness and adaptation of ImageNet scale models. Pre-Release, stay tuned for updates.
Python
121
star
8

openimages2coco

Convert Open Images annotations into MS Coco format to make it a drop in replacement
Jupyter Notebook
105
star
9

slow_disentanglement

Towards Nonlinear Disentanglement in Natural Data with Temporal Sparse Coding
Jupyter Notebook
69
star
10

AnalysisBySynthesis

Adversarially Robust Neural Network on MNIST.
Python
64
star
11

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
61
star
12

decompose

Blind source separation based on the probabilistic tensor factorisation framework
Python
43
star
13

adversarial-vision-challenge

NIPS Adversarial Vision Challenge
Python
40
star
14

InDomainGeneralizationBenchmark

Python
32
star
15

frequency_determines_performance

Code for the paper: "No Zero-Shot Without Exponential Data: Pretraining Concept Frequency Determines Multimodal Model Performance"
Jupyter Notebook
30
star
16

robust-vision-benchmark

Robust Vision Benchmark
Python
21
star
17

docker

Information and scripts to run and develop the Bethge Lab Docker containers
Makefile
20
star
18

slurm-monitoring-public

Monitor your high performance infrastructure configured over slurm using TIG stack
Python
17
star
19

google_scholar_crawler

Crawl Google scholar publications and authors
Python
12
star
20

magapi-wrapper

Wrapper around Microsoft Academic Knowledge API to retrieve MAG data
Python
10
star
21

testing_visualizations

Code for the paper " Exemplary Natural Images Explain CNN Activations Better than Feature Visualizations"
Python
10
star
22

DataTypeIdentification

Code for the ICLR'24 paper: "Visual Data-Type Understanding does not emerge from Scaling Vision-Language Models"
10
star
23

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
24

docker-deeplearning

Development of new unified docker container (WIP)
Python
8
star
25

tools

Shell
6
star
26

docker-jupyter-deeplearning

Docker Image with Jupyter for Deep Learning (Caffe, Theano, Lasagne, Keras)
6
star
27

sort-and-search

Code for the paper: "Lifelong Benchmarks: Efficient Model Evaluation in an Era of Rapid Progress"
Python
5
star
28

lifelong-benchmarks

Benchmarks introduced in the paper: "Lifelong Benchmarks: Efficient Model Evaluation in an Era of Rapid Progress"
3
star
29

docker-xserver

Docker Image with Xserver, OpenBLAS and correct user settings
Shell
2
star
30

gym-Atari-SpaceInvaders-V0

Python
1
star
31

bwki-weekly-tasks

BWKI Task of the week
Jupyter Notebook
1
star