Prompt Engineering on FGVC-Aircraft

Metric: Harmonic mean (higher is better)

LeaderboardDataset

Loading chart...

Results

Submit a result

#	Model↕	Harmonic mean▼	Extra Data	Paper	Date↕	Code
1	PromptKD	45.17	No	PromptKD: Unsupervised Prompt Distillation for V...	2024-03-05	Code
2	MMRL++	42.24	No	MMRL++: Parameter-Efficient and Interaction-Awar...	2025-05-15	Code
3	HPT++	41.33	No	HPT++: Hierarchically Prompting Vision-Language ...	2024-08-27	Code
4	MMRL	41.15	No	MMRL: Multi-Modal Representation Learning for Vi...	2025-03-11	Code
5	DePT	40.73	No	DePT: Decoupled Prompt Tuning	2023-09-14	Code
6	HPT	40.28	No	Learning Hierarchical Prompt with Structured Lin...	2023-12-11	Code
7	ProMetaR	40.25	No	Prompt Learning via Meta-Regularization	2024-04-01	Code
8	PromptSRC	40.15	No	Self-regulating Prompts: Foundational Model Adap...	2023-07-13	Code
9	CoPrompt	39.76	No	Consistency-guided Prompt Learning for Vision-La...	2023-06-01	Code
10	MetaPrompt	38.24	No	Learning Domain Invariant Prompt for Vision-Lang...	2022-12-08	Code
11	MaPLe	36.5	No	MaPLe: Multi-modal Prompt Learning	2022-10-06	Code
12	RPO	35.7	No	Read-only Prompt Optimization for Vision-Languag...	2023-08-29	Code
13	CLIP	31.09	No	Learning Transferable Visual Models From Natural...	2021-02-26	Code
14	CoCoOp	27.74	No	Conditional Prompt Learning for Vision-Language ...	2022-03-10	Code