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Models/Variational Prompt Tuning

Variational Prompt Tuning

Reported on 20 benchmarks across 2 tasks · 1 paper · 18 SOTA

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

Methodology20 results

Few-Shot LearningonStanforCars
Harmonic mean· 2022-10-05
73.07
SOTA
Bayesian Prompt Learning for Image-Language Model Generalization arXiv:2210.02390
Few-Shot Learningonfood101
Harmonic mean· 2022-10-05
91.57
SOTA
Bayesian Prompt Learning for Image-Language Model Generalization arXiv:2210.02390
Few-Shot LearningonFlowers-102
Harmonic mean· 2022-10-05
81.12
SOTA
Bayesian Prompt Learning for Image-Language Model Generalization arXiv:2210.02390
Few-Shot LearningonEuroSAT
Harmonic mean· 2022-10-05
77.71
SOTA
Bayesian Prompt Learning for Image-Language Model Generalization arXiv:2210.02390
Few-Shot LearningonUCF101
Harmonic mean· 2022-10-05
79
SOTA
Bayesian Prompt Learning for Image-Language Model Generalization arXiv:2210.02390
Few-Shot LearningonOxfordPets
Harmonic mean· 2022-10-05
96.82
SOTA
Bayesian Prompt Learning for Image-Language Model Generalization arXiv:2210.02390
Few-Shot LearningonSUN397
Harmonic mean· 2022-10-05
78.51
SOTA
Bayesian Prompt Learning for Image-Language Model Generalization arXiv:2210.02390
Few-Shot LearningonCaltech101
Harmonic mean· 2022-10-05
96.44
SOTA
Bayesian Prompt Learning for Image-Language Model Generalization arXiv:2210.02390
Few-Shot LearningonDTD
Harmonic mean· 2022-10-05
67.27
SOTA
Bayesian Prompt Learning for Image-Language Model Generalization arXiv:2210.02390
Meta-LearningonStanforCars
Harmonic mean· 2022-10-05
73.07
SOTA
Bayesian Prompt Learning for Image-Language Model Generalization arXiv:2210.02390
Meta-Learningonfood101
Harmonic mean· 2022-10-05
91.57
SOTA
Bayesian Prompt Learning for Image-Language Model Generalization arXiv:2210.02390
Meta-LearningonFlowers-102
Harmonic mean· 2022-10-05
81.12
SOTA
Bayesian Prompt Learning for Image-Language Model Generalization arXiv:2210.02390
Meta-LearningonEuroSAT
Harmonic mean· 2022-10-05
77.71
SOTA
Bayesian Prompt Learning for Image-Language Model Generalization arXiv:2210.02390
Meta-LearningonUCF101
Harmonic mean· 2022-10-05
79
SOTA
Bayesian Prompt Learning for Image-Language Model Generalization arXiv:2210.02390
Meta-LearningonOxfordPets
Harmonic mean· 2022-10-05
96.82
SOTA
Bayesian Prompt Learning for Image-Language Model Generalization arXiv:2210.02390
Meta-LearningonSUN397
Harmonic mean· 2022-10-05
78.51
SOTA
Bayesian Prompt Learning for Image-Language Model Generalization arXiv:2210.02390
Meta-LearningonCaltech101
Harmonic mean· 2022-10-05
96.44
SOTA
Bayesian Prompt Learning for Image-Language Model Generalization arXiv:2210.02390
Meta-LearningonDTD
Harmonic mean· 2022-10-05
67.27
SOTA
Bayesian Prompt Learning for Image-Language Model Generalization arXiv:2210.02390
Few-Shot LearningonFGVC Aircraft
Harmonic mean· 2022-10-05
34.69
best: 52.2 (SaSPA + CAL)
Bayesian Prompt Learning for Image-Language Model Generalization arXiv:2210.02390
Meta-LearningonFGVC Aircraft
Harmonic mean· 2022-10-05
34.69
best: 52.2 (SaSPA + CAL)
Bayesian Prompt Learning for Image-Language Model Generalization arXiv:2210.02390