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Models/RAVEn Large

RAVEn Large

Reported on 7 benchmarks across 4 tasks · 1 paper · 5 SOTA

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

Audio2 results

  • Speech RecognitiononLRS2
    Word Error Rate (WER)· uses extra data· 2022-12-12
    2.1
    SOTA
    Jointly Learning Visual and Auditory Speech Representations from Raw DataarXiv:2212.06246
  • Speech RecognitiononLRS3-TED
    Word Error Rate (WER)· uses extra data· 2022-12-12
    1.4
    best: 0.68 (Whisper)
    Jointly Learning Visual and Auditory Speech Representations from Raw DataarXiv:2212.06246

Computer Vision2 results

  • LipreadingonLRS2
    Word Error Rate (WER)· uses extra data· 2022-12-12
    18.6
    best: 14.6 (Auto-AVSR)
    SOTA
    Jointly Learning Visual and Auditory Speech Representations from Raw DataarXiv:2212.06246
  • LipreadingonLRS3-TED
    Word Error Rate (WER)· uses extra data· 2022-12-12
    23.4
    best: 12.8 (LP + Conformer)
    SOTA
    Jointly Learning Visual and Auditory Speech Representations from Raw DataarXiv:2212.06246

Natural Language Processing2 results

  • Natural Language TransductiononLRS2
    Word Error Rate (WER)· uses extra data· 2022-12-12
    18.6
    best: 14.6 (Auto-AVSR)
    SOTA
    Jointly Learning Visual and Auditory Speech Representations from Raw DataarXiv:2212.06246
  • Natural Language TransductiononLRS3-TED
    Word Error Rate (WER)· uses extra data· 2022-12-12
    23.4
    best: 12.8 (LP + Conformer)
    SOTA
    Jointly Learning Visual and Auditory Speech Representations from Raw DataarXiv:2212.06246

Speech1 result

  • Audio-Visual Speech RecognitiononLRS3-TED
    Word Error Rate (WER)· uses extra data· 2022-12-12
    1.4
    best: 0.74 (MMS-LLaMA)
    Jointly Learning Visual and Auditory Speech Representations from Raw DataarXiv:2212.06246