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

#1PromptKDSOTA
77.62
Harmonic mean· 2024-03-05
PromptKD: Unsupervised Prompt Distillation for Vision-Language Models Code
#2Customized EnsembleSOTA
75.49
Harmonic mean· 2023-11-28
Beyond Sole Strength: Customized Ensembles for Generalized Vision-Language Models Code
#3MMRL
74.45
Harmonic mean· 2025-03-11
MMRL: Multi-Modal Representation Learning for Vision-Language Models Code
#4MMRL++
74.44
Harmonic mean· 2025-05-15
MMRL++: Parameter-Efficient and Interaction-Aware Representation Learning for Vision-Language Models Code
#5CoPromptSOTA
74.33
Harmonic mean· 2023-06-01
Consistency-guided Prompt Learning for Vision-Language Models Code
#6HPT++
74.24
Harmonic mean· 2024-08-27
HPT++: Hierarchically Prompting Vision-Language Models with Multi-Granularity Knowledge Generation and Improved Structure Modeling Code
#7HPT
74.17
Harmonic mean· 2023-12-11
Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models Code
#8ProMetaR
74.09
Harmonic mean· 2024-04-01
Prompt Learning via Meta-Regularization Code
#9MetaPromptSOTA
74.02
Harmonic mean· 2022-12-08
Learning Domain Invariant Prompt for Vision-Language Models Code
#10DePT
74.02
Harmonic mean· 2023-09-14
DePT: Decoupled Prompt Tuning Code
#11PromptSRC
74.01
Harmonic mean· 2023-07-13
Self-regulating Prompts: Foundational Model Adaptation without Forgetting Code
#12RPO
74
Harmonic mean· 2023-08-29
Read-only Prompt Optimization for Vision-Language Few-shot Learning Code
#13MaPLeSOTA
73.47
Harmonic mean· 2022-10-06
MaPLe: Multi-modal Prompt Learning Code
#14CoCoOpSOTA
73.1
Harmonic mean· 2022-03-10
Conditional Prompt Learning for Vision-Language Models Code
#15CLIPSOTA
70.22
Harmonic mean· 2021-02-26
Learning Transferable Visual Models From Natural Language Supervision Code