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Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization

International Journal of Computer Vision · 2019 · Vol. 128(2) · pp. 336–359
Ramprasaath R. SelvarajuMichael CogswellAbhishek DasRamakrishna VedantamDevi ParikhDhruv Batra
Multimodal Machine Learning ApplicationsExplainable Artificial Intelligence (XAI)Generative Adversarial Networks and Image SynthesisClosed captioningDiscriminative modelConvolutional neural networkGeneralizationContext (archaeology)Class (philosophy)Pattern recognition (psychology)Image (mathematics)Visualization

Funding

  • National Science Foundation
  • Nvidia
  • Defense Advanced Research Projects Agency
  • Office of Naval Research
  • Army Research Office
Citations
5,205
FWCI
142.17
field-weighted impact
References
52
Percentile
100%
vs. same field & year
Citations per year
References
ImageNet classification with deep convolutional neural networks
Communications of the ACM · 2017 · 75,550 citations
Representation Learning: A Review and New Perspectives
IEEE Transactions on Pattern Analysis and Machine Intelligence · 2013 · 12,724 citations
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Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization · Scinovex