TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/DePT

DePT

Reported on 12 benchmarks across 2 tasks · 2 papers · 4 SOTA

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

Natural Language Processing11 results

  • Prompt EngineeringonStanford Cars
    Harmonic mean· 2023-09-14
    77.79
    best: 83.13 (PromptKD)
    SOTA
    DePT: Decoupled Prompt TuningarXiv:2309.07439
  • Prompt EngineeringonOxford 102 Flower
    Harmonic mean· 2023-09-14
    86.46
    best: 90.24 (PromptKD)
    SOTA
    DePT: Decoupled Prompt TuningarXiv:2309.07439
  • Prompt EngineeringonFGVC-Aircraft
    Harmonic mean· 2023-09-14
    40.73
    best: 45.17 (PromptKD)
    SOTA
    DePT: Decoupled Prompt TuningarXiv:2309.07439
  • Prompt EngineeringonEuroSAT
    Harmonic mean· 2023-09-14
    84.88
    best: 91.94 (MMRL++)
    DePT: Decoupled Prompt TuningarXiv:2309.07439
  • Prompt EngineeringonOxford-IIIT Pet Dataset
    Harmonic mean· 2023-09-14
    96.37
    best: 97.15 (PromptKD)
    DePT: Decoupled Prompt TuningarXiv:2309.07439
  • Prompt EngineeringonDTD
    Harmonic mean· 2023-09-14
    71.09
    best: 77.94 (PromptKD)
    DePT: Decoupled Prompt TuningarXiv:2309.07439
  • Prompt EngineeringonUCF101
    Harmonic mean· 2023-09-14
    82.46
    best: 86.1 (PromptKD)
    DePT: Decoupled Prompt TuningarXiv:2309.07439
  • Prompt EngineeringonFood-101
    Harmonic mean· 2023-09-14
    91.22
    best: 93.05 (PromptKD)
    DePT: Decoupled Prompt TuningarXiv:2309.07439
  • Prompt EngineeringonCaltech-101
    Harmonic mean· 2023-09-14
    96.28
    best: 97.77 (PromptKD)
    DePT: Decoupled Prompt TuningarXiv:2309.07439
  • Prompt EngineeringonImageNet
    Harmonic mean· 2023-09-14
    74.02
    best: 77.62 (PromptKD)
    DePT: Decoupled Prompt TuningarXiv:2309.07439
  • Prompt EngineeringonSUN397
    Harmonic mean· 2023-09-14
    81.06
    best: 82.6 (PromptKD)
    DePT: Decoupled Prompt TuningarXiv:2309.07439

Methodology1 result

  • Domain AdaptationonVisDA2017
    Accuracy· 2022-10-10
    90.7
    best: 93.8 (FFTAT)
    SOTA
    Visual Prompt Tuning for Test-time Domain AdaptationarXiv:2210.04831