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@bethgelab

Bethge Lab

Perceiving Neural Networks

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  1. foolbox foolbox Public

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

    Python 2.7k 422

  2. model-vs-human model-vs-human Public

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

    Python 327 44

  3. robust-detection-benchmark robust-detection-benchmark Public

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

    Jupyter Notebook 180 24

  4. imagecorruptions imagecorruptions Public

    Python package to corrupt arbitrary images.

    Python 388 61

  5. AnalysisBySynthesis AnalysisBySynthesis Public

    Adversarially Robust Neural Network on MNIST.

    Python 64 18

  6. stylize-datasets stylize-datasets Public

    A script that applies the AdaIN style transfer method to arbitrary datasets

    Python 153 36

Repositories

Showing 10 of 45 repositories
  • CiteME Public

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

    bethgelab/CiteME’s past year of commit activity
    Python 9 1 0 0 Updated Jul 9, 2024
  • imagecorruptions Public

    Python package to corrupt arbitrary images.

    bethgelab/imagecorruptions’s past year of commit activity
    Python 388 Apache-2.0 61 2 4 Updated Jun 22, 2024
  • frequency_determines_performance Public

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

    bethgelab/frequency_determines_performance’s past year of commit activity
    Jupyter Notebook 67 MIT 4 0 0 Updated Apr 29, 2024
  • foolbox Public

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

    bethgelab/foolbox’s past year of commit activity
  • bwki-weekly-tasks Public

    BWKI Task of the week

    bethgelab/bwki-weekly-tasks’s past year of commit activity
    Jupyter Notebook 1 3 0 2 Updated Mar 20, 2024
  • sort-and-search Public

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

    bethgelab/sort-and-search’s past year of commit activity
    Python 5 0 0 0 Updated Mar 13, 2024
  • lifelong-benchmarks Public

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

    bethgelab/lifelong-benchmarks’s past year of commit activity
    6 0 0 0 Updated Feb 29, 2024
  • model-vs-human Public

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

    bethgelab/model-vs-human’s past year of commit activity
    Python 327 44 3 0 Updated Feb 9, 2024
  • DataTypeIdentification Public

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

    bethgelab/DataTypeIdentification’s past year of commit activity
    10 MIT 0 0 0 Updated Jan 17, 2024
  • robustness Public

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

    bethgelab/robustness’s past year of commit activity
    Python 126 Apache-2.0 4 1 1 Updated Jul 5, 2023

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