Feature Visualization

GPTKB entity

Statements (31)
Predicate Object
gptkbp:instanceOf Machine Learning Technique
gptkbp:application gptkb:Computer_Vision
gptkb:Medical_Imaging
gptkb:Natural_Language_Processing
gptkbp:challenge Interpretability
Adversarial Examples
Optimization Artifacts
gptkbp:field gptkb:artificial_intelligence
Deep Learning
gptkbp:goal Debug Neural Networks
Reveal What Activates Neurons
Visualize Learned Features
https://www.w3.org/2000/01/rdf-schema#label Feature Visualization
gptkbp:input Trained Neural Network
gptkbp:method Gradient Ascent
Deconvolution
Activation Maximization
Class Activation Mapping
Saliency Maps
gptkbp:notableWork Distill.pub Feature Visualization Article
Olah et al. 2017
gptkbp:output Visual Representation of Features
gptkbp:relatedTo gptkb:Explainable_AI
Model Interpretability
Neural Network Visualization
gptkbp:usedFor Explaining Model Predictions
Interpreting Model Features
Understanding Neural Networks
gptkbp:bfsParent gptkb:Distill
gptkb:Distill.pub
gptkbp:bfsLayer 7