AND: Audio Network Dissection for Interpreting Deep Acoustic Models

1 National Taiwan University  2 University of California San Diego

* indicates equal contribution.
ICML 2024

Model: Audio Spectrogram Transformer
Probing Data: ESC50

  • attention output module, neuron#166

    Top-5 highly activated audio



    Description
  • intermediate module, neuron#917

    Top-5 highly activated audio



    Description
  • output module, neuron#375

    Top-5 highly activated audio



    Description

  • attention output module, neuron#53

    Top-5 highly activated audio



    Description
  • intermediate module, neuron#349

    Top-5 highly activated audio



    Description
  • output module, neuron#355

    Top-5 highly activated audio



    Description

  • attention output module, neuron#108

    Top-5 highly activated audio



    Description
  • intermediate module, neuron#124

    Top-5 highly activated audio



    Description
  • output module, neuron#245

    Top-5 highly activated audio



    Description

  • attention output module, neuron#440

    Top-5 highly activated audio



    Description
  • intermediate module, neuron#635

    Top-5 highly activated audio



    Description
  • output module, neuron#23

    Top-5 highly activated audio



    Description

  • attention output module, neuron#31

    Top-5 highly activated audio



    Description
  • intermediate module, neuron#1131

    Top-5 highly activated audio



    Description
  • output module, neuron#249

    Top-5 highly activated audio



    Description

  • attention output module, neuron#50

    Top-5 highly activated audio



    Description
  • intermediate module, neuron#1528

    Top-5 highly activated audio



    Description
  • output module, neuron#461

    Top-5 highly activated audio



    Description

  • attention output module, neuron#137

    Top-5 highly activated audio



    Description
  • intermediate module, neuron#1243

    Top-5 highly activated audio



    Description
  • output module, neuron#392

    Top-5 highly activated audio



    Description

  • attention output module, neuron#58

    Top-5 highly activated audio



    Description
  • intermediate module, neuron#1016

    Top-5 highly activated audio



    Description
  • output module, neuron#158

    Top-5 highly activated audio



    Description

  • attention output module, neuron#145

    Top-5 highly activated audio



    Description
  • intermediate module, neuron#591

    Top-5 highly activated audio



    Description
  • output module, neuron#349

    Top-5 highly activated audio



    Description

  • attention output module, neuron#10

    Top-5 highly activated audio



    Description
  • intermediate module, neuron#9

    Top-5 highly activated audio



    Description
  • output module, neuron#307

    Top-5 highly activated audio



    Description

  • attention output module, neuron#671

    Top-5 highly activated audio



    Description
  • intermediate module, neuron#1263

    Top-5 highly activated audio



    Description
  • output module, neuron#128

    Top-5 highly activated audio



    Description

  • attention output module, neuron#214

    Top-5 highly activated audio



    Description
  • intermediate module, neuron#57

    Top-5 highly activated audio



    Description
  • output module, neuron#249

    Top-5 highly activated audio



    Description



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