Filter Visualization,
27 Jul. 2022
(posts)
What is Filter Visualization? Deep Neural Networks are often seen as a black-box: they map some input to some output, and we can make them do this surprisingly well. However, we usually have no idea how this mapping works.
Why would we want to do it? Visualizing filters can help us to get an understandin of what the neural network is doing. The method can also be used to identify filters that are not required for the model, because they are copies of other filters, or compute not valuable features at all.
370 Words, Tagged with: Deep Learning · Introspection · Explainability