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Models/LEAF

LEAF

Reported on 10 benchmarks across 6 tasks · 1 paper · 3 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Audio4 results

  • Audio ClassificationonSpeech Commands
    Accuracy· 2022-07-12
    95.1
    best: 97.8 (PDC)
    EfficientLEAF: A Faster LEarnable Audio Frontend of Questionable UsearXiv:2207.05508
  • Audio ClassificationonCREMA-D
    Accuracy· 2022-07-12
    50.2
    best: 60.2 (EfficientLEAF)
    EfficientLEAF: A Faster LEarnable Audio Frontend of Questionable UsearXiv:2207.05508
  • Audio ClassificationonBirdCLEF 2021
    Accuracy· 2022-07-12
    42.3
    best: 72.2 (EfficientLEAF (8s))
    EfficientLEAF: A Faster LEarnable Audio Frontend of Questionable UsearXiv:2207.05508
  • Instrument RecognitiononNSynth
    Accuracy· 2022-07-12
    69.2
    best: 80.6 (M2D-CLAP)
    EfficientLEAF: A Faster LEarnable Audio Frontend of Questionable UsearXiv:2207.05508

Methodology3 results

  • ClassificationonSpeech Commands
    Accuracy· 2022-07-12
    95.1
    best: 97.8 (PDC)
    EfficientLEAF: A Faster LEarnable Audio Frontend of Questionable UsearXiv:2207.05508
  • ClassificationonCREMA-D
    Accuracy· 2022-07-12
    50.2
    best: 60.2 (EfficientLEAF)
    EfficientLEAF: A Faster LEarnable Audio Frontend of Questionable UsearXiv:2207.05508
  • ClassificationonBirdCLEF 2021
    Accuracy· 2022-07-12
    42.3
    best: 72.2 (EfficientLEAF (8s))
    EfficientLEAF: A Faster LEarnable Audio Frontend of Questionable UsearXiv:2207.05508

Speech2 results

  • DialogueonVoxForge
    Accuracy· 2022-07-12
    91.5
    SOTA
    EfficientLEAF: A Faster LEarnable Audio Frontend of Questionable UsearXiv:2207.05508
  • Spoken Language UnderstandingonVoxForge
    Accuracy· 2022-07-12
    91.5
    SOTA
    EfficientLEAF: A Faster LEarnable Audio Frontend of Questionable UsearXiv:2207.05508

Natural Language Processing1 result

  • Dialogue UnderstandingonVoxForge
    Accuracy· 2022-07-12
    91.5
    SOTA
    EfficientLEAF: A Faster LEarnable Audio Frontend of Questionable UsearXiv:2207.05508