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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 2.8k 426

  2. CiteME CiteME Public

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

    Python 38 4

  3. 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 336 50

  4. 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 181 24

  5. imagecorruptions imagecorruptions Public

    Python package to corrupt arbitrary images.

    Python 415 66

  6. stylize-datasets stylize-datasets Public

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

    Python 155 37

Repositories

Showing 10 of 44 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 38 4 0 0 Updated Nov 1, 2024
  • imagecorruptions Public

    Python package to corrupt arbitrary images.

    bethgelab/imagecorruptions’s past year of commit activity
    Python 415 Apache-2.0 66 2 0 Updated Oct 20, 2024
  • sort-and-search Public

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

    bethgelab/sort-and-search’s past year of commit activity
    Python 9 1 0 0 Updated Oct 17, 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 336 50 3 0 Updated Aug 14, 2024
  • frequency_determines_performance Public

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

    bethgelab/frequency_determines_performance’s past year of commit activity
    Jupyter Notebook 76 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
  • 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
    11 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 129 Apache-2.0 5 1 1 Updated Jul 5, 2023
  • game-of-noise Public

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

    bethgelab/game-of-noise’s past year of commit activity
    Python 62 MIT 12 0 0 Updated May 24, 2023

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