Prompt Engineering on Food-101

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	93.05	No	PromptKD: Unsupervised Prompt Distillation for V...	2024-03-05	Code
2	CoPrompt	91.4	No	Consistency-guided Prompt Learning for Vision-La...	2023-06-01	Code
3	MaPLe	91.38	No	MaPLe: Multi-modal Prompt Learning	2022-10-06	Code
4	ProMetaR	91.34	No	Prompt Learning via Meta-Regularization	2024-04-01	Code
5	MetaPrompt	91.29	No	Learning Domain Invariant Prompt for Vision-Lang...	2022-12-08	Code
6	DePT	91.22	No	DePT: Decoupled Prompt Tuning	2023-09-14	Code
7	PromptSRC	91.1	No	Self-regulating Prompts: Foundational Model Adap...	2023-07-13	Code
8	MMRL++	91.1	No	MMRL++: Parameter-Efficient and Interaction-Awar...	2025-05-15	Code
9	HPT++	91.09	No	HPT++: Hierarchically Prompting Vision-Language ...	2024-08-27	Code
10	MMRL	91.03	No	MMRL: Multi-Modal Representation Learning for Vi...	2025-03-11	Code
11	HPT	91.01	No	Learning Hierarchical Prompt with Structured Lin...	2023-12-11	Code
12	CoCoOp	90.99	No	Conditional Prompt Learning for Vision-Language ...	2022-03-10	Code
13	RPO	90.58	No	Read-only Prompt Optimization for Vision-Languag...	2023-08-29	Code

#1PromptKDSOTA
93.05
Harmonic mean· 2024-03-05
PromptKD: Unsupervised Prompt Distillation for Vision-Language Models Code
#2CoPromptSOTA
91.4
Harmonic mean· 2023-06-01
Consistency-guided Prompt Learning for Vision-Language Models Code
#3MaPLeSOTA
91.38
Harmonic mean· 2022-10-06
MaPLe: Multi-modal Prompt Learning Code
#4ProMetaR
91.34
Harmonic mean· 2024-04-01
Prompt Learning via Meta-Regularization Code
#5MetaPrompt
91.29
Harmonic mean· 2022-12-08
Learning Domain Invariant Prompt for Vision-Language Models Code
#6DePT
91.22
Harmonic mean· 2023-09-14
DePT: Decoupled Prompt Tuning Code
#7PromptSRC
91.1
Harmonic mean· 2023-07-13
Self-regulating Prompts: Foundational Model Adaptation without Forgetting Code
#8MMRL++
91.1
Harmonic mean· 2025-05-15
MMRL++: Parameter-Efficient and Interaction-Aware Representation Learning for Vision-Language Models Code
#9HPT++
91.09
Harmonic mean· 2024-08-27
HPT++: Hierarchically Prompting Vision-Language Models with Multi-Granularity Knowledge Generation and Improved Structure Modeling Code
#10MMRL
91.03
Harmonic mean· 2025-03-11
MMRL: Multi-Modal Representation Learning for Vision-Language Models Code
#11HPT
91.01
Harmonic mean· 2023-12-11
Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models Code
#12CoCoOpSOTA
90.99
Harmonic mean· 2022-03-10
Conditional Prompt Learning for Vision-Language Models Code
#13RPO
90.58
Harmonic mean· 2023-08-29
Read-only Prompt Optimization for Vision-Language Few-shot Learning Code