Figures & code from the paper "Shortcut Learning in Deep Neural Networks" (Nature Machine Intelligence 2020)
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Jun 10, 2022 - Python
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shortcut-learning
Here are 8 public repositories matching this topic...
[Nature Medicine] The Limits of Fair Medical Imaging AI In Real-World Generalization
medical-imaging spurious-correlations shortcuts fairness subpopulation generalization algorithmic-fairness out-of-distribution bias-mitigation shortcut-learning ood-generalization nature-medicine
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Dec 30, 2024 - Python
TextAdaIN: Paying Attention to Shortcut Learning in Text Recognizers
ocr deep-learning pytorch text-recognition regularization handwriting-recognition scene-text-recognition shortcut-learning
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Jul 26, 2022 - Python
Frequency Shortcuts in Neural Networks
machine-learning computer-vision image-classification frequency-domain generalization shortcut-learning
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Nov 1, 2024 - Python
Augmentation for CV using frequency shortcuts
data-augmentation-strategies data-augmentation frequency-analysis fourier-transform robustness generalization adversarial-defense shortcut-learning model-robustness
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Aug 13, 2023 - Python
This is the official code for CoLLAs 2022 paper, "InBiaseD: Inductive Bias Distillation to Improve Generalization and Robustness through Shape-awareness"
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Jul 13, 2022 - Python
This repository contains the code for the paper "Benchmarking Dependence Measures to Prevent Shortcut Learning in Medical Imaging".
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Nov 4, 2024 - Python
A deep learning method using cross-domain regularization to mitigate shortcut learning
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Dec 9, 2022 - Python
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