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Models/CSNet

CSNet

Reported on 24 benchmarks across 2 tasks · 1 paper · 20 SOTA

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

Computer Vision24 results

  • VideoonTvSum
    F1-score· 2018-11-24
    58.8
    best: 62 (SegSum)
    SOTA
    Discriminative Feature Learning for Unsupervised Video SummarizationarXiv:1811.09791
  • VideoonTvSum
    Kendall's Tau· 2018-11-24
    0.025
    best: 0.203 (DMASum)
    SOTA
    Discriminative Feature Learning for Unsupervised Video SummarizationarXiv:1811.09791
  • VideoonTvSum
    Parameters (M)· 2018-11-24
    100.76
    SOTA
    Discriminative Feature Learning for Unsupervised Video SummarizationarXiv:1811.09791
  • VideoonTvSum
    Spearman's Rho· 2018-11-24
    0.034
    best: 0.267 (DMASum)
    SOTA
    Discriminative Feature Learning for Unsupervised Video SummarizationarXiv:1811.09791
  • VideoonTvSum
    training time (s)· 2018-11-24
    1797
    best: 9380 (AC-SUM-GAN)
    SOTA
    Discriminative Feature Learning for Unsupervised Video SummarizationarXiv:1811.09791
  • VideoonSumMe
    F1-score· 2018-11-24
    51.3
    best: 54.48 (TAC-SUM)
    SOTA
    Discriminative Feature Learning for Unsupervised Video SummarizationarXiv:1811.09791
  • VideoonSumMe
    Parameters (M)· 2018-11-24
    100.76
    SOTA
    Discriminative Feature Learning for Unsupervised Video SummarizationarXiv:1811.09791
  • VideoonSumMe
    training time (s)· 2018-11-24
    568.6
    best: 2825 (AC-SUM-GAN)
    SOTA
    Discriminative Feature Learning for Unsupervised Video SummarizationarXiv:1811.09791
  • VideoonSumMe
    F1-score (Augmented)· 2018-11-24
    48.7
    best: 56.9 (iPTNet)
    SOTA
    Discriminative Feature Learning for Unsupervised Video SummarizationarXiv:1811.09791
  • VideoonSumMe
    F1-score (Canonical)· 2018-11-24
    48.6
    best: 57.1 (PGL-SUM (maximum learning capacity))
    SOTA
    Discriminative Feature Learning for Unsupervised Video SummarizationarXiv:1811.09791
  • Video SummarizationonTvSum
    F1-score· 2018-11-24
    58.8
    best: 62 (SegSum)
    SOTA
    Discriminative Feature Learning for Unsupervised Video SummarizationarXiv:1811.09791
  • Video SummarizationonTvSum
    Kendall's Tau· 2018-11-24
    0.025
    best: 0.203 (DMASum)
    SOTA
    Discriminative Feature Learning for Unsupervised Video SummarizationarXiv:1811.09791
  • Video SummarizationonTvSum
    Parameters (M)· 2018-11-24
    100.76
    SOTA
    Discriminative Feature Learning for Unsupervised Video SummarizationarXiv:1811.09791
  • Video SummarizationonTvSum
    Spearman's Rho· 2018-11-24
    0.034
    best: 0.267 (DMASum)
    SOTA
    Discriminative Feature Learning for Unsupervised Video SummarizationarXiv:1811.09791
  • Video SummarizationonTvSum
    training time (s)· 2018-11-24
    1797
    best: 9380 (AC-SUM-GAN)
    SOTA
    Discriminative Feature Learning for Unsupervised Video SummarizationarXiv:1811.09791
  • Video SummarizationonSumMe
    F1-score· 2018-11-24
    51.3
    best: 54.48 (TAC-SUM)
    SOTA
    Discriminative Feature Learning for Unsupervised Video SummarizationarXiv:1811.09791
  • Video SummarizationonSumMe
    Parameters (M)· 2018-11-24
    100.76
    SOTA
    Discriminative Feature Learning for Unsupervised Video SummarizationarXiv:1811.09791
  • Video SummarizationonSumMe
    training time (s)· 2018-11-24
    568.6
    best: 2825 (AC-SUM-GAN)
    SOTA
    Discriminative Feature Learning for Unsupervised Video SummarizationarXiv:1811.09791
  • Video SummarizationonSumMe
    F1-score (Augmented)· 2018-11-24
    48.7
    best: 56.9 (iPTNet)
    SOTA
    Discriminative Feature Learning for Unsupervised Video SummarizationarXiv:1811.09791
  • Video SummarizationonSumMe
    F1-score (Canonical)· 2018-11-24
    48.6
    best: 57.1 (PGL-SUM (maximum learning capacity))
    SOTA
    Discriminative Feature Learning for Unsupervised Video SummarizationarXiv:1811.09791
  • VideoonTvSum
    F1-score (Augmented)· 2018-11-24
    57.1
    best: 69 (CLIP-It)
    Discriminative Feature Learning for Unsupervised Video SummarizationarXiv:1811.09791
  • VideoonTvSum
    F1-score (Canonical)· 2018-11-24
    58.5
    best: 67.5 (MAVS [DBLP:conf/mm/FengLKZ18])
    Discriminative Feature Learning for Unsupervised Video SummarizationarXiv:1811.09791
  • Video SummarizationonTvSum
    F1-score (Augmented)· 2018-11-24
    57.1
    best: 69 (CLIP-It)
    Discriminative Feature Learning for Unsupervised Video SummarizationarXiv:1811.09791
  • Video SummarizationonTvSum
    F1-score (Canonical)· 2018-11-24
    58.5
    best: 67.5 (MAVS [DBLP:conf/mm/FengLKZ18])
    Discriminative Feature Learning for Unsupervised Video SummarizationarXiv:1811.09791