Covers: theory of Layer-wise Relevance Propagation (LRP)
Estimated time needed to finish: 60 minutes
Questions this item addresses:
  • What is LRP?
How to use this item?

Read the paper, understand the theory and review the experiments demonstrating the contribution

Author(s) / creator(s) / reference(s)
Grégoire Montavon; Sebastian Lapuschkin; Alexander Binder; Wojciech Samek; Klaus-Robert Müller
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Understand The Paper: Explainable Ai With Layer-wise Relevance Propagation (Lrp)

Contributors
Total time needed: ~4 hours
Objectives
Understand Layer-wise Relevance Propagation (LRP)
Potential Use Cases
Use LRP to explain NN predictions
Who is This For ?
INTERMEDIATEPeople with basic knowledge on deep learning and machine learning.
Click on each of the following annotated items to see details.
Resources4/4
VIDEO 1. Explainable AI with Layer-wise Relevance Propagation (LRP)
  • What makes LRP particularly important?
  • • What are the desired properties of heatmap explanation methods?
60 minutes
ARTICLE 2. xAI with Layer-wise Relevance Propagation Slides
  • What makes LRP particularly important?
20 minutes
PAPER 3. Resolving challenges in deep learning-based analyses of histopathological images using explanation methods
  • What are the challenges in deep learning-based analyses of histopathological images using explanation methods?
60 minutes
PAPER 4. Explaining nonlinear classication decisions with deep taylor decomposition
  • What is LRP?
60 minutes

Concepts Covered

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