[1603.02518] A New Method to Visualize Deep Neural Networks

A New Method to Visualize Deep Neural Networks  #visualization #deeplearning #MachineLearning

  • Abstract: We present a method for visualising the response of a deep neural network to a specific input.
  • Title: A New Method to Visualize Deep Neural Networks
  • The method overcomes several shortcomings of previous methods and provides great additional insight into the decision making process of convolutional networks, which is important both to improve models and to accelerate the adoption of such methods in e.g. medicine.
  • For image data for instance our method will highlight areas that provide evidence in favor of, and against choosing a certain class.
  • In experiments on ImageNet data, we illustrate how the method works and can be applied in different ways to understand deep neural nets.

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@quantombone: “A New Method to Visualize Deep Neural Networks #visualization #deeplearning #MachineLearning”



[1603.02518] A New Method to Visualize Deep Neural Networks