Prompt Engineering on Stanford Cars

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	83.13	No	PromptKD: Unsupervised Prompt Distillation for V...	2024-03-05	Code
2	MMRL++	78.18	No	MMRL++: Parameter-Efficient and Interaction-Awar...	2025-05-15	Code
3	MMRL	78.06	No	MMRL: Multi-Modal Representation Learning for Vi...	2025-03-11	Code
4	DePT	77.79	No	DePT: Decoupled Prompt Tuning	2023-09-14	Code
5	ProMetaR	76.72	No	Prompt Learning via Meta-Regularization	2024-04-01	Code
6	PromptSRC	76.58	No	Self-regulating Prompts: Foundational Model Adap...	2023-07-13	Code
7	CoPrompt	75.66	No	Consistency-guided Prompt Learning for Vision-La...	2023-06-01	Code
8	HPT++	75.59	No	HPT++: Hierarchically Prompting Vision-Language ...	2024-08-27	Code
9	HPT	75.57	No	Learning Hierarchical Prompt with Structured Lin...	2023-12-11	Code
10	MetaPrompt	75.48	No	Learning Domain Invariant Prompt for Vision-Lang...	2022-12-08	Code
11	RPO	74.69	No	Read-only Prompt Optimization for Vision-Languag...	2023-08-29	Code
12	MaPLe	73.47	No	MaPLe: Multi-modal Prompt Learning	2022-10-06	Code
13	CoCoOp	72.01	No	Conditional Prompt Learning for Vision-Language ...	2022-03-10	Code
14	CLIP	68.65	No	Learning Transferable Visual Models From Natural...	2021-02-26	Code

#1PromptKDSOTA
83.13
Harmonic mean· 2024-03-05
PromptKD: Unsupervised Prompt Distillation for Vision-Language Models Code
#2MMRL++
78.18
Harmonic mean· 2025-05-15
MMRL++: Parameter-Efficient and Interaction-Aware Representation Learning for Vision-Language Models Code
#3MMRL
78.06
Harmonic mean· 2025-03-11
MMRL: Multi-Modal Representation Learning for Vision-Language Models Code
#4DePTSOTA
77.79
Harmonic mean· 2023-09-14
DePT: Decoupled Prompt Tuning Code
#5ProMetaR
76.72
Harmonic mean· 2024-04-01
Prompt Learning via Meta-Regularization Code
#6PromptSRCSOTA
76.58
Harmonic mean· 2023-07-13
Self-regulating Prompts: Foundational Model Adaptation without Forgetting Code
#7CoPromptSOTA
75.66
Harmonic mean· 2023-06-01
Consistency-guided Prompt Learning for Vision-Language Models Code
#8HPT++
75.59
Harmonic mean· 2024-08-27
HPT++: Hierarchically Prompting Vision-Language Models with Multi-Granularity Knowledge Generation and Improved Structure Modeling Code
#9HPT
75.57
Harmonic mean· 2023-12-11
Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models Code
#10MetaPromptSOTA
75.48
Harmonic mean· 2022-12-08
Learning Domain Invariant Prompt for Vision-Language Models Code
#11RPO
74.69
Harmonic mean· 2023-08-29
Read-only Prompt Optimization for Vision-Language Few-shot Learning Code
#12MaPLeSOTA
73.47
Harmonic mean· 2022-10-06
MaPLe: Multi-modal Prompt Learning Code
#13CoCoOpSOTA
72.01
Harmonic mean· 2022-03-10
Conditional Prompt Learning for Vision-Language Models Code
#14CLIPSOTA
68.65
Harmonic mean· 2021-02-26
Learning Transferable Visual Models From Natural Language Supervision Code