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Models/ESR

ESR

Reported on 21 benchmarks across 7 tasks · 1 paper

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

Natural Language Processing6 results

  • Visual Question Answering (VQA)onVQA-CE
    Accuracy (Counterexamples)· 2021-04-07
    33.26
    best: 34.41 (RandImg)
    Beyond Question-Based Biases: Assessing Multimodal Shortcut Learning in Visual Question AnsweringarXiv:2104.03149
  • Word Sense DisambiguationonSupervised:
    SemEval 2007
    77
    best: 80.9 (SANDWiCH)
  • Word Sense DisambiguationonSupervised:
    SemEval 2013
    81.5
    best: 92.6 (SANDWiCH)
  • Word Sense DisambiguationonSupervised:
    SemEval 2015
    84.1
    best: 91.5 (SANDWiCH)
  • Word Sense DisambiguationonSupervised:
    Senseval 2
    81.3
    best: 87.8 (SANDWiCH)
  • Word Sense DisambiguationonSupervised:
    Senseval 3
    79.9
    best: 85.7 (SANDWiCH)

Computer Vision6 results

  • Face ReconstructiononWFLW
    AUC@10 (inter-ocular)
    27.74
    best: 63.81 (SH-FAN)
  • Face ReconstructiononWFLW
    FR@10 (inter-ocular)
    35.24
  • Face ReconstructiononWFLW
    NME (inter-ocular)
    11.13
  • 3D Face ReconstructiononWFLW
    AUC@10 (inter-ocular)
    27.74
    best: 63.81 (SH-FAN)
  • 3D Face ReconstructiononWFLW
    FR@10 (inter-ocular)
    35.24
  • 3D Face ReconstructiononWFLW
    NME (inter-ocular)
    11.13

Music3 results

  • Facial Recognition and ModellingonWFLW
    AUC@10 (inter-ocular)
    27.74
    best: 63.81 (SH-FAN)
  • Facial Recognition and ModellingonWFLW
    FR@10 (inter-ocular)
    35.24
  • Facial Recognition and ModellingonWFLW
    NME (inter-ocular)
    11.13

Methodology3 results

  • 3DonWFLW
    AUC@10 (inter-ocular)
    27.74
    best: 63.81 (SH-FAN)
  • 3DonWFLW
    FR@10 (inter-ocular)
    35.24
  • 3DonWFLW
    NME (inter-ocular)
    11.13

Medical3 results

  • 3D Face ModellingonWFLW
    AUC@10 (inter-ocular)
    27.74
    best: 63.81 (SH-FAN)
  • 3D Face ModellingonWFLW
    FR@10 (inter-ocular)
    35.24
  • 3D Face ModellingonWFLW
    NME (inter-ocular)
    11.13