Few-Shot Learning on FGVC Aircraft

Metric: Harmonic mean (higher is better)

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#	Model↕	Harmonic mean▼	Augmentations	Paper	Date↕	Code
1	SaSPA + CAL	52.2	No	Advancing Fine-Grained Classification by Structu...	2024-06-20	Code
2	CAL	35.2	No	Counterfactual Attention Learning for Fine-Grain...	2021-08-19	Code
3	Variational Prompt Tuning	34.69	No	Bayesian Prompt Learning for Image-Language Mode...	2022-10-05	Code
4	Real-Guidance + CAL	34.5	No	Is Synthetic Data From Diffusion Models Ready fo...	2023-05-22	Code

#1SaSPA + CALSOTA
52.2
Harmonic mean· 2024-06-20
Advancing Fine-Grained Classification by Structure and Subject Preserving Augmentation Code
#2CALSOTA
35.2
Harmonic mean· 2021-08-19
Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification Code
#3Variational Prompt Tuning
34.69
Harmonic mean· 2022-10-05
Bayesian Prompt Learning for Image-Language Model Generalization Code
#4Real-Guidance + CAL
34.5
Harmonic mean· 2023-05-22
Is Synthetic Data From Diffusion Models Ready for Knowledge Distillation?Code