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paulgavrikov/README.md

Hi there I'm Paul👋

🔭 I’m working on computer vision, with a particular focus on investigating the internal representations of deep neural networks, improving their training dynamics, evaluating their robustness, and delving into their generalization abilities.

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  1. visualkeras visualkeras Public

    Visualkeras is a Python package to help visualize Keras (either standalone or included in TensorFlow) neural network architectures. It allows easy styling to fit most needs. This module supports la…

    Python 592 70

  2. CNN-Filter-DB CNN-Filter-DB Public

    A database of over 1.4 billion 3x3 convolution filters extracted from hundreds of diverse CNN models with relevant meta information (CVPR 2022 ORAL)

    Jupyter Notebook 30 2

  3. cvpr22w_RobustnessThroughTheLens cvpr22w_RobustnessThroughTheLens Public

    Official repository of our submission "Adversarial Robustness through the Lens of Convolutional Filters" for the CVPR2022 Workshop "The Art of Robustness: Devil and Angel in Adversarial Machine Lea…

    Jupyter Notebook 8

  4. tinytorchtrainer tinytorchtrainer Public

    A small framework to train image classifiers in PyTorch

    Python 4

  5. vlm_shapebias vlm_shapebias Public

    Official code for "Are Vision Language Models Texture or Shape Biased and Can We Steer Them?".

    Python 13

  6. biases_vs_generalization biases_vs_generalization Public

    Official code for the CVPR 2024 Paper "Can Biases in ImageNet Models Explain Generalization?".

    Jupyter Notebook 11 2