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[2020]Axiom-based Grad-CAM: Towards AccurateVisualization and Explanation of CNNs #24

Open yusukekyokawa opened 4 years ago

yusukekyokawa commented 4 years ago

書誌情報

論文リンク

https://arxiv.org/pdf/2008.02312.pdf

著者/所属機関

conf/journal

BMVC(British Machine Vision Conference)

year

2020

どんな論文か？

Grad-CAMに Conservation and Sensitivity (保存性と感度)を導入し，XGrad-CAMを提案． Grad-CAM++やAblation-CAMと比較して，クラス識別性が高く，実装が容易であり，可視化性能が高い image

新規性

手法

結果

コメント

yusukekyokawa commented 4 years ago

2.1Visualization of CNN’s Decision

CNNの判断根拠可視化は3種類

  1. perturbation-based,
    1. propagation-basedand
    2. activation-based methods
yusukekyokawa commented 4 years ago

image