Prompt Engineering on SUN397

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	82.6	No	PromptKD: Unsupervised Prompt Distillation for V...	2024-03-05	Code
2	CoPrompt	81.31	No	Consistency-guided Prompt Learning for Vision-La...	2023-06-01	Code
3	MMRL++	81.28	No	MMRL++: Parameter-Efficient and Interaction-Awar...	2025-05-15	Code
4	MMRL	81.2	No	MMRL: Multi-Modal Representation Learning for Vi...	2025-03-11	Code
5	HPT++	81.11	No	HPT++: Hierarchically Prompting Vision-Language ...	2024-08-27	Code
6	DePT	81.06	No	DePT: Decoupled Prompt Tuning	2023-09-14	Code
7	HPT	80.88	No	Learning Hierarchical Prompt with Structured Lin...	2023-12-11	Code
8	ProMetaR	80.82	No	Prompt Learning via Meta-Regularization	2024-04-01	Code
9	MetaPrompt	80.62	No	Learning Domain Invariant Prompt for Vision-Lang...	2022-12-08	Code
10	PromptSRC	80.52	No	Self-regulating Prompts: Foundational Model Adap...	2023-07-13	Code
11	MaPLe	79.75	No	MaPLe: Multi-modal Prompt Learning	2022-10-06	Code
12	RPO	79.18	No	Read-only Prompt Optimization for Vision-Languag...	2023-08-29	Code
13	CoCoOp	78.27	No	Conditional Prompt Learning for Vision-Language ...	2022-03-10	Code
14	CLIP	72.23	No	Learning Transferable Visual Models From Natural...	2021-02-26	Code

#1PromptKDSOTA
82.6
Harmonic mean· 2024-03-05
PromptKD: Unsupervised Prompt Distillation for Vision-Language Models Code
#2CoPromptSOTA
81.31
Harmonic mean· 2023-06-01
Consistency-guided Prompt Learning for Vision-Language Models Code
#3MMRL++
81.28
Harmonic mean· 2025-05-15
MMRL++: Parameter-Efficient and Interaction-Aware Representation Learning for Vision-Language Models Code
#4MMRL
81.2
Harmonic mean· 2025-03-11
MMRL: Multi-Modal Representation Learning for Vision-Language Models Code
#5HPT++
81.11
Harmonic mean· 2024-08-27
HPT++: Hierarchically Prompting Vision-Language Models with Multi-Granularity Knowledge Generation and Improved Structure Modeling Code
#6DePT
81.06
Harmonic mean· 2023-09-14
DePT: Decoupled Prompt Tuning Code
#7HPT
80.88
Harmonic mean· 2023-12-11
Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models Code
#8ProMetaR
80.82
Harmonic mean· 2024-04-01
Prompt Learning via Meta-Regularization Code
#9MetaPromptSOTA
80.62
Harmonic mean· 2022-12-08
Learning Domain Invariant Prompt for Vision-Language Models Code
#10PromptSRC
80.52
Harmonic mean· 2023-07-13
Self-regulating Prompts: Foundational Model Adaptation without Forgetting Code
#11MaPLeSOTA
79.75
Harmonic mean· 2022-10-06
MaPLe: Multi-modal Prompt Learning Code
#12RPO
79.18
Harmonic mean· 2023-08-29
Read-only Prompt Optimization for Vision-Language Few-shot Learning Code
#13CoCoOpSOTA
78.27
Harmonic mean· 2022-03-10
Conditional Prompt Learning for Vision-Language Models Code
#14CLIPSOTA
72.23
Harmonic mean· 2021-02-26
Learning Transferable Visual Models From Natural Language Supervision Code