Prompt Engineering on FGVC-Aircraft

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	45.17	No	PromptKD: Unsupervised Prompt Distillation for V...	2024-03-05	Code
2	MMRL++	42.24	No	MMRL++: Parameter-Efficient and Interaction-Awar...	2025-05-15	Code
3	HPT++	41.33	No	HPT++: Hierarchically Prompting Vision-Language ...	2024-08-27	Code
4	MMRL	41.15	No	MMRL: Multi-Modal Representation Learning for Vi...	2025-03-11	Code
5	DePT	40.73	No	DePT: Decoupled Prompt Tuning	2023-09-14	Code
6	HPT	40.28	No	Learning Hierarchical Prompt with Structured Lin...	2023-12-11	Code
7	ProMetaR	40.25	No	Prompt Learning via Meta-Regularization	2024-04-01	Code
8	PromptSRC	40.15	No	Self-regulating Prompts: Foundational Model Adap...	2023-07-13	Code
9	CoPrompt	39.76	No	Consistency-guided Prompt Learning for Vision-La...	2023-06-01	Code
10	MetaPrompt	38.24	No	Learning Domain Invariant Prompt for Vision-Lang...	2022-12-08	Code
11	MaPLe	36.5	No	MaPLe: Multi-modal Prompt Learning	2022-10-06	Code
12	RPO	35.7	No	Read-only Prompt Optimization for Vision-Languag...	2023-08-29	Code
13	CLIP	31.09	No	Learning Transferable Visual Models From Natural...	2021-02-26	Code
14	CoCoOp	27.74	No	Conditional Prompt Learning for Vision-Language ...	2022-03-10	Code

#1PromptKDSOTA
45.17
Harmonic mean· 2024-03-05
PromptKD: Unsupervised Prompt Distillation for Vision-Language Models Code
#2MMRL++
42.24
Harmonic mean· 2025-05-15
MMRL++: Parameter-Efficient and Interaction-Aware Representation Learning for Vision-Language Models Code
#3HPT++
41.33
Harmonic mean· 2024-08-27
HPT++: Hierarchically Prompting Vision-Language Models with Multi-Granularity Knowledge Generation and Improved Structure Modeling Code
#4MMRL
41.15
Harmonic mean· 2025-03-11
MMRL: Multi-Modal Representation Learning for Vision-Language Models Code
#5DePTSOTA
40.73
Harmonic mean· 2023-09-14
DePT: Decoupled Prompt Tuning Code
#6HPT
40.28
Harmonic mean· 2023-12-11
Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models Code
#7ProMetaR
40.25
Harmonic mean· 2024-04-01
Prompt Learning via Meta-Regularization Code
#8PromptSRCSOTA
40.15
Harmonic mean· 2023-07-13
Self-regulating Prompts: Foundational Model Adaptation without Forgetting Code
#9CoPromptSOTA
39.76
Harmonic mean· 2023-06-01
Consistency-guided Prompt Learning for Vision-Language Models Code
#10MetaPromptSOTA
38.24
Harmonic mean· 2022-12-08
Learning Domain Invariant Prompt for Vision-Language Models Code
#11MaPLeSOTA
36.5
Harmonic mean· 2022-10-06
MaPLe: Multi-modal Prompt Learning Code
#12RPO
35.7
Harmonic mean· 2023-08-29
Read-only Prompt Optimization for Vision-Language Few-shot Learning Code
#13CLIPSOTA
31.09
Harmonic mean· 2021-02-26
Learning Transferable Visual Models From Natural Language Supervision Code
#14CoCoOp
27.74
Harmonic mean· 2022-03-10
Conditional Prompt Learning for Vision-Language Models Code