Prompt Engineering on ImageNet

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	77.62	No	PromptKD: Unsupervised Prompt Distillation for V...	2024-03-05	Code
2	Customized Ensemble	75.49	No	Beyond Sole Strength: Customized Ensembles for G...	2023-11-28	Code
3	MMRL	74.45	No	MMRL: Multi-Modal Representation Learning for Vi...	2025-03-11	Code
4	MMRL++	74.44	No	MMRL++: Parameter-Efficient and Interaction-Awar...	2025-05-15	Code
5	CoPrompt	74.33	No	Consistency-guided Prompt Learning for Vision-La...	2023-06-01	Code
6	HPT++	74.24	No	HPT++: Hierarchically Prompting Vision-Language ...	2024-08-27	Code
7	HPT	74.17	No	Learning Hierarchical Prompt with Structured Lin...	2023-12-11	Code
8	ProMetaR	74.09	No	Prompt Learning via Meta-Regularization	2024-04-01	Code
9	MetaPrompt	74.02	No	Learning Domain Invariant Prompt for Vision-Lang...	2022-12-08	Code
10	DePT	74.02	No	DePT: Decoupled Prompt Tuning	2023-09-14	Code
11	PromptSRC	74.01	No	Self-regulating Prompts: Foundational Model Adap...	2023-07-13	Code
12	RPO	74	No	Read-only Prompt Optimization for Vision-Languag...	2023-08-29	Code
13	MaPLe	73.47	No	MaPLe: Multi-modal Prompt Learning	2022-10-06	Code
14	CoCoOp	73.1	No	Conditional Prompt Learning for Vision-Language ...	2022-03-10	Code
15	CLIP	70.22	No	Learning Transferable Visual Models From Natural...	2021-02-26	Code