Prompt Engineering on SUN397

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	82.6	No	PromptKD: Unsupervised Prompt Distillation for V...	2024-03-05	Code
2	CoPrompt	81.31	No	Consistency-guided Prompt Learning for Vision-La...	2023-06-01	Code
3	MMRL++	81.28	No	MMRL++: Parameter-Efficient and Interaction-Awar...	2025-05-15	Code
4	MMRL	81.2	No	MMRL: Multi-Modal Representation Learning for Vi...	2025-03-11	Code
5	HPT++	81.11	No	HPT++: Hierarchically Prompting Vision-Language ...	2024-08-27	Code
6	DePT	81.06	No	DePT: Decoupled Prompt Tuning	2023-09-14	Code
7	HPT	80.88	No	Learning Hierarchical Prompt with Structured Lin...	2023-12-11	Code
8	ProMetaR	80.82	No	Prompt Learning via Meta-Regularization	2024-04-01	Code
9	MetaPrompt	80.62	No	Learning Domain Invariant Prompt for Vision-Lang...	2022-12-08	Code
10	PromptSRC	80.52	No	Self-regulating Prompts: Foundational Model Adap...	2023-07-13	Code
11	MaPLe	79.75	No	MaPLe: Multi-modal Prompt Learning	2022-10-06	Code
12	RPO	79.18	No	Read-only Prompt Optimization for Vision-Languag...	2023-08-29	Code
13	CoCoOp	78.27	No	Conditional Prompt Learning for Vision-Language ...	2022-03-10	Code
14	CLIP	72.23	No	Learning Transferable Visual Models From Natural...	2021-02-26	Code