Prompt Engineering on Oxford-IIIT Pet Dataset

Metric: Harmonic mean (higher is better)

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#	Model↕	Harmonic mean▼	Extra Data	Paper	Date↕	Code
1	PromptKD	97.15	No	PromptKD: Unsupervised Prompt Distillation for V...	2024-03-05	Code
2	HPT++	96.91	No	HPT++: Hierarchically Prompting Vision-Language ...	2024-08-27	Code
3	CoPrompt	96.87	No	Consistency-guided Prompt Learning for Vision-La...	2023-06-01	Code
4	MMRL	96.74	No	MMRL: Multi-Modal Representation Learning for Vi...	2025-03-11	Code
5	HPT	96.71	No	Learning Hierarchical Prompt with Structured Lin...	2023-12-11	Code
6	MaPLe	96.58	No	MaPLe: Multi-modal Prompt Learning	2022-10-06	Code
7	MMRL++	96.51	No	MMRL++: Parameter-Efficient and Interaction-Awar...	2025-05-15	Code
8	ProMetaR	96.49	No	Prompt Learning via Meta-Regularization	2024-04-01	Code
9	CoCoOp	96.43	No	Conditional Prompt Learning for Vision-Language ...	2022-03-10	Code
10	DePT	96.37	No	DePT: Decoupled Prompt Tuning	2023-09-14	Code
11	PromptSRC	96.3	No	Self-regulating Prompts: Foundational Model Adap...	2023-07-13	Code
12	MetaPrompt	96.26	No	Learning Domain Invariant Prompt for Vision-Lang...	2022-12-08	Code
13	RPO	96.05	No	Read-only Prompt Optimization for Vision-Languag...	2023-08-29	Code
14	CLIP	94.12	No	Learning Transferable Visual Models From Natural...	2021-02-26	Code