Prompt Engineering on DTD

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	77.94	No	PromptKD: Unsupervised Prompt Distillation for V...	2024-03-05	Code
2	MMRL++	74.46	No	MMRL++: Parameter-Efficient and Interaction-Awar...	2025-05-15	Code
3	HPT++	74.23	No	HPT++: Hierarchically Prompting Vision-Language ...	2024-08-27	Code
4	MMRL	73.82	No	MMRL: Multi-Modal Representation Learning for Vi...	2025-03-11	Code
5	CoPrompt	72.79	No	Consistency-guided Prompt Learning for Vision-La...	2023-06-01	Code
6	ProMetaR	72.31	No	Prompt Learning via Meta-Regularization	2024-04-01	Code
7	HPT	72.16	No	Learning Hierarchical Prompt with Structured Lin...	2023-12-11	Code
8	PromptSRC	71.75	No	Self-regulating Prompts: Foundational Model Adap...	2023-07-13	Code
9	DePT	71.09	No	DePT: Decoupled Prompt Tuning	2023-09-14	Code
10	RPO	68.61	No	Read-only Prompt Optimization for Vision-Languag...	2023-08-29	Code
11	MetaPrompt	68.35	No	Learning Domain Invariant Prompt for Vision-Lang...	2022-12-08	Code
12	MaPLe	68.16	No	MaPLe: Multi-modal Prompt Learning	2022-10-06	Code
13	CoCoOp	64.85	No	Conditional Prompt Learning for Vision-Language ...	2022-03-10	Code
14	CLIP	56.37	No	Learning Transferable Visual Models From Natural...	2021-02-26	Code