Bethge Lab

Repositories

• notorious_difficulty_of_comparing_human_and_machine_perception

  Code for the three case studies: Closed Contour Detection, Synthetic Visual Reasoning Test, Recognition Gap
  MIT 1 1 0 0 Updated Jun 5, 2020

• game-of-noise

  Trained model weights, training and evaluation code from the paper "Increasing the robustness of DNNs against image corruptions by playing the Game of Noise"
  Python MIT 2 18 0 0 Updated Jun 4, 2020

• bwki-weekly-tasks

  BWKI Task of the week
  Jupyter Notebook 2 1 0 0 Updated May 31, 2020

• foolbox

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

  python machine-learning theano mxnet tensorflow keras pytorch
  Python 268 1,466 25 5 Updated May 28, 2020

• magapi-wrapper

  Wrapper around Microsoft Academic Knowledge API to retrieve MAG data

  api publications wrapper-script
  Python Apache-2.0 0 1 0 0 Updated May 28, 2020

• openimages2coco

  Convert Open Images annotations into MS Coco format to make it a drop in replacement
  Jupyter Notebook MIT 4 39 1 0 Updated May 19, 2020

• siamese-mask-rcnn

  Siamese Mask R-CNN model for one-shot instance segmentation

  object-detection one-shot-learning instance-segmentation few-shot-learning one-shot-instance-segmentation
  Jupyter Notebook 44 210 3 0 Updated May 19, 2020

• AnalysisBySynthesis

  Adversarially Robust Neural Network on MNIST.
  Python 15 50 2 0 Updated Apr 24, 2020

• stylize-datasets

  A script that applies the AdaIN style transfer method to arbitrary datasets
  Python 17 54 0 0 Updated Mar 26, 2020

• DeepLabCut

  Forked from DeepLabCut/DeepLabCut

  Markerless tracking of user-defined features with deep learning
  Python LGPL-3.0 750 1 0 0 Updated Oct 30, 2019

• imagecorruptions

  Python package to corrupt arbitrary images.

  python data-augmentation pip3 image-corruptions
  Python Apache-2.0 21 111 3 (1 issue needs help) 0 Updated Oct 30, 2019

• mmdetection

  Forked from open-mmlab/mmdetection

  Fork of the MMDetection Toolbox containing the Robustness Benchmark from the paper "Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming" (merged)
  Python Apache-2.0 3,349 2 0 0 Updated Aug 5, 2019

• robust-detection-benchmark

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

  game-of-thrones object-detection autonomous-driving pascal-voc cityscapes robustness distortions
  Jupyter Notebook MIT 15 108 1 0 Updated Jul 25, 2019

• texture-vs-shape

  Forked from rgeirhos/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)
  R 63 0 0 0 Updated Jul 18, 2019

• foolbox-zoo-dummy
  Python 0 0 0 0 Updated May 19, 2019

• docker-deeplearning

  Development of new unified docker container (WIP)
  Python 5 5 4 0 Updated May 7, 2019

• defensive-distillation

  Forked from lengstrom/defensive-distillation
  Python GPL-3.0 2 0 0 0 Updated May 6, 2019

• mnist_challenge

  Forked from MadryLab/mnist_challenge

  A challenge to explore adversarial robustness of neural networks on MNIST.
  Python MIT 111 1 0 0 Updated Dec 27, 2018

• cifar10_challenge

  Forked from MadryLab/cifar10_challenge

  A challenge to explore adversarial robustness of neural networks on CIFAR10.
  Python MIT 86 0 0 0 Updated Oct 25, 2018

• convex_adversarial

  Forked from dtsip/convex_adversarial

  A method for training neural networks that are provably robust to adversarial attacks.
  Python MIT 66 0 0 0 Updated Oct 23, 2018

• adversarial-vision-challenge

  NIPS Adversarial Vision Challenge

  python machine-learning deep-neural-networks neural-networks robustness adversarial-examples
  Python 11 37 8 0 Updated Sep 17, 2018

• decompose

  Blind source separation based on the probabilistic tensor factorisation framework

  tensorflow tensor-factorization decompose blind-source-separation
  Python MIT 7 36 0 0 Updated Aug 2, 2018

• docker

  Information and scripts to run and develop the Bethge Lab Docker containers
  Makefile MIT 7 20 1 1 Updated Mar 10, 2018

• robust-vision-benchmark

  Robust Vision Benchmark
  Python 4 17 1 0 Updated Feb 19, 2018

• docker-xserver

  Docker Image with Xserver, OpenBLAS and correct user settings
  Shell MIT 0 2 0 0 Updated Mar 16, 2017

• docker-jupyter-scipyserver

  Docker Image with Jupyter for Scientific Computing (Numpy, Scipy, Theano, Bokeh, etc.)
  Shell MIT 0 0 0 1 Updated Feb 1, 2017

• mesos

  Development of Mesos cluster
  Makefile 0 0 0 0 Updated Jan 27, 2017

• gym-Atari-SpaceInvaders-V0
  Python 0 1 0 0 Updated Dec 23, 2016

• docker-jupyter-torch

  Docker Image with Jupyter for Deep Learning including Torch
  CMake MIT 2 0 0 0 Updated Oct 31, 2016

• docker-jupyter-deeplearning

  Docker Image with Jupyter for Deep Learning (Caffe, Theano, Lasagne, Keras)
  MIT 5 5 2 0 Updated Oct 28, 2016