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Models/SalNAS-XL + Self-KD

SalNAS-XL + Self-KD

Reported on 21 benchmarks across 3 tasks · 1 paper · 9 SOTA

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

Computer Vision21 results

  • Saliency DetectiononSALICON
    IG· 2024-07-29
    0.913
    SOTA
    SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillationarXiv:2407.20062
  • Saliency DetectiononSALICON
    NSS· 2024-07-29
    2.019
    SOTA
    SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillationarXiv:2407.20062
  • Saliency DetectiononSALICON
    sAUC· 2024-07-29
    0.749
    SOTA
    SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillationarXiv:2407.20062
  • Saliency PredictiononSALICON
    IG· 2024-07-29
    0.913
    SOTA
    SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillationarXiv:2407.20062
  • Saliency PredictiononSALICON
    NSS· 2024-07-29
    2.019
    SOTA
    SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillationarXiv:2407.20062
  • Saliency PredictiononSALICON
    sAUC· 2024-07-29
    0.749
    SOTA
    SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillationarXiv:2407.20062
  • Few-Shot Transfer Learning for Saliency PredictiononSALICON
    IG· 2024-07-29
    0.913
    SOTA
    SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillationarXiv:2407.20062
  • Few-Shot Transfer Learning for Saliency PredictiononSALICON
    NSS· 2024-07-29
    2.019
    SOTA
    SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillationarXiv:2407.20062
  • Few-Shot Transfer Learning for Saliency PredictiononSALICON
    sAUC· 2024-07-29
    0.749
    SOTA
    SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillationarXiv:2407.20062
  • Saliency DetectiononSALICON
    AUC· 2024-07-29
    0.87
    best: 0.876 (SUM)
    SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillationarXiv:2407.20062
  • Saliency DetectiononSALICON
    CC· 2024-07-29
    0.909
    best: 0.911 (TempSAL)
    SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillationarXiv:2407.20062
  • Saliency DetectiononSALICON
    KLD· 2024-07-29
    0.195
    best: 0.373 (TranSalNet)
    SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillationarXiv:2407.20062
  • Saliency DetectiononSALICON
    SIM· 2024-07-29
    0.796
    best: 0.804 (SUM)
    SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillationarXiv:2407.20062
  • Saliency PredictiononSALICON
    AUC· 2024-07-29
    0.87
    best: 0.876 (SUM)
    SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillationarXiv:2407.20062
  • Saliency PredictiononSALICON
    CC· 2024-07-29
    0.909
    best: 0.911 (TempSAL)
    SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillationarXiv:2407.20062
  • Saliency PredictiononSALICON
    KLD· 2024-07-29
    0.195
    best: 0.373 (TranSalNet)
    SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillationarXiv:2407.20062
  • Saliency PredictiononSALICON
    SIM· 2024-07-29
    0.796
    best: 0.804 (SUM)
    SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillationarXiv:2407.20062
  • Few-Shot Transfer Learning for Saliency PredictiononSALICON
    AUC· 2024-07-29
    0.87
    best: 0.876 (SUM)
    SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillationarXiv:2407.20062
  • Few-Shot Transfer Learning for Saliency PredictiononSALICON
    CC· 2024-07-29
    0.909
    best: 0.911 (TempSAL)
    SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillationarXiv:2407.20062
  • Few-Shot Transfer Learning for Saliency PredictiononSALICON
    KLD· 2024-07-29
    0.195
    best: 0.373 (TranSalNet)
    SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillationarXiv:2407.20062
  • Few-Shot Transfer Learning for Saliency PredictiononSALICON
    SIM· 2024-07-29
    0.796
    best: 0.804 (SUM)
    SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillationarXiv:2407.20062