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Models/LiT-tuning

LiT-tuning

Reported on 11 benchmarks across 1 task · 1 paper · 11 SOTA

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

Computer Vision11 results

  • Zero-Shot Transfer Image ClassificationonImageNet V2
    Accuracy (Private)· 2021-11-15
    78.7
    best: 81.2 (BASIC (Lion))
    SOTA
    LiT: Zero-Shot Transfer with Locked-image text TuningarXiv:2111.07991
  • Zero-Shot Transfer Image ClassificationonImageNet V2
    Accuracy (Public)· 2021-11-15
    66.6
    SOTA
    LiT: Zero-Shot Transfer with Locked-image text TuningarXiv:2111.07991
  • Zero-Shot Transfer Image ClassificationonImageNet-A
    Accuracy (Private)· 2021-11-15
    79.4
    best: 90.2 (CoCa)
    SOTA
    LiT: Zero-Shot Transfer with Locked-image text TuningarXiv:2111.07991
  • Zero-Shot Transfer Image ClassificationonImageNet-A
    Accuracy (Public)· 2021-11-15
    37.8
    SOTA
    LiT: Zero-Shot Transfer with Locked-image text TuningarXiv:2111.07991
  • Zero-Shot Transfer Image ClassificationonImageNet
    Accuracy (Private)· 2021-11-15
    84.5
    best: 88.5 (M2-Encoder)
    SOTA
    LiT: Zero-Shot Transfer with Locked-image text TuningarXiv:2111.07991
  • Zero-Shot Transfer Image ClassificationonImageNet
    Accuracy (Public)· 2021-11-15
    75.7
    best: 76.5 (CWCL)
    SOTA
    LiT: Zero-Shot Transfer with Locked-image text TuningarXiv:2111.07991
  • Zero-Shot Transfer Image ClassificationonImageNet-R
    Accuracy· 2021-11-15
    93.9
    best: 96.8 (BASIC (Lion))
    SOTA
    LiT: Zero-Shot Transfer with Locked-image text TuningarXiv:2111.07991
  • Zero-Shot Transfer Image ClassificationonObjectNet
    Accuracy (Private)· 2021-11-15
    81.1
    best: 87.6 (LiT-22B)
    SOTA
    LiT: Zero-Shot Transfer with Locked-image text TuningarXiv:2111.07991
  • Zero-Shot Transfer Image ClassificationonObjectNet
    Accuracy (Public)· 2021-11-15
    54.5
    SOTA
    LiT: Zero-Shot Transfer with Locked-image text TuningarXiv:2111.07991
  • Zero-Shot Transfer Image ClassificationonImageNet ReaL
    Accuracy (Private)· 2021-11-15
    88
    SOTA
    LiT: Zero-Shot Transfer with Locked-image text TuningarXiv:2111.07991
  • Zero-Shot Transfer Image ClassificationonImageNet ReaL
    Accuracy (Public)· 2021-11-15
    82.2
    SOTA
    LiT: Zero-Shot Transfer with Locked-image text TuningarXiv:2111.07991