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Less Is More Important: A Probability Density Function Guided Attention Module for Convolutional Neural Networks [PyTorch]

This repository is for PdfAM introduced in the following paper:

Jingfen Xie and Jian Zhang. Less Is More Important: A Probability Density Function Guided Attention Module for Convolutional Neural Networks. AAAI 2023.

Environments

  • CUDA: 10.2
  • Python: 3.6.9
  • Toolkit: PyTorch 1.4.0
  • GPU: NVIDIA Tesla V100

For the two experiments on classification task and MRI reconstruction task, please refer to the corresponding directory.

About

This repository is for our paper `Less Is More Important: An Attention Module Guided by Probability Density Function for Convolutional Neural Networks` accepted in AAAI-2023.

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