Prompt Engineering on Oxford-IIIT Pet Dataset

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	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

#1PromptKDSOTA
97.15
Harmonic mean· 2024-03-05
PromptKD: Unsupervised Prompt Distillation for Vision-Language Models Code
#2HPT++
96.91
Harmonic mean· 2024-08-27
HPT++: Hierarchically Prompting Vision-Language Models with Multi-Granularity Knowledge Generation and Improved Structure Modeling Code
#3CoPromptSOTA
96.87
Harmonic mean· 2023-06-01
Consistency-guided Prompt Learning for Vision-Language Models Code
#4MMRL
96.74
Harmonic mean· 2025-03-11
MMRL: Multi-Modal Representation Learning for Vision-Language Models Code
#5HPT
96.71
Harmonic mean· 2023-12-11
Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models Code
#6MaPLeSOTA
96.58
Harmonic mean· 2022-10-06
MaPLe: Multi-modal Prompt Learning Code
#7MMRL++
96.51
Harmonic mean· 2025-05-15
MMRL++: Parameter-Efficient and Interaction-Aware Representation Learning for Vision-Language Models Code
#8ProMetaR
96.49
Harmonic mean· 2024-04-01
Prompt Learning via Meta-Regularization Code
#9CoCoOpSOTA
96.43
Harmonic mean· 2022-03-10
Conditional Prompt Learning for Vision-Language Models Code
#10DePT
96.37
Harmonic mean· 2023-09-14
DePT: Decoupled Prompt Tuning Code
#11PromptSRC
96.3
Harmonic mean· 2023-07-13
Self-regulating Prompts: Foundational Model Adaptation without Forgetting Code
#12MetaPrompt
96.26
Harmonic mean· 2022-12-08
Learning Domain Invariant Prompt for Vision-Language Models Code
#13RPO
96.05
Harmonic mean· 2023-08-29
Read-only Prompt Optimization for Vision-Language Few-shot Learning Code
#14CLIPSOTA
94.12
Harmonic mean· 2021-02-26
Learning Transferable Visual Models From Natural Language Supervision Code