Prompt Engineering on Stanford Cars

Metric: Harmonic mean (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Harmonic mean▼	Extra Data	Paper	Date↕	Code
1	PromptKD	83.13	No	PromptKD: Unsupervised Prompt Distillation for V...	2024-03-05	Code
2	MMRL++	78.18	No	MMRL++: Parameter-Efficient and Interaction-Awar...	2025-05-15	Code
3	MMRL	78.06	No	MMRL: Multi-Modal Representation Learning for Vi...	2025-03-11	Code
4	DePT	77.79	No	DePT: Decoupled Prompt Tuning	2023-09-14	Code
5	ProMetaR	76.72	No	Prompt Learning via Meta-Regularization	2024-04-01	Code
6	PromptSRC	76.58	No	Self-regulating Prompts: Foundational Model Adap...	2023-07-13	Code
7	CoPrompt	75.66	No	Consistency-guided Prompt Learning for Vision-La...	2023-06-01	Code
8	HPT++	75.59	No	HPT++: Hierarchically Prompting Vision-Language ...	2024-08-27	Code
9	HPT	75.57	No	Learning Hierarchical Prompt with Structured Lin...	2023-12-11	Code
10	MetaPrompt	75.48	No	Learning Domain Invariant Prompt for Vision-Lang...	2022-12-08	Code
11	RPO	74.69	No	Read-only Prompt Optimization for Vision-Languag...	2023-08-29	Code
12	MaPLe	73.47	No	MaPLe: Multi-modal Prompt Learning	2022-10-06	Code
13	CoCoOp	72.01	No	Conditional Prompt Learning for Vision-Language ...	2022-03-10	Code
14	CLIP	68.65	No	Learning Transferable Visual Models From Natural...	2021-02-26	Code