Prompt Engineering on Caltech-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	97.77	No	PromptKD: Unsupervised Prompt Distillation for V...	2024-03-05	Code
2	HPT++	96.96	No	HPT++: Hierarchically Prompting Vision-Language ...	2024-08-27	Code
3	MMRL++	96.75	No	MMRL++: Parameter-Efficient and Interaction-Awar...	2025-05-15	Code
4	MMRL	96.68	No	MMRL: Multi-Modal Representation Learning for Vi...	2025-03-11	Code
5	HPT	96.65	No	Learning Hierarchical Prompt with Structured Lin...	2023-12-11	Code
6	CoPrompt	96.55	No	Consistency-guided Prompt Learning for Vision-La...	2023-06-01	Code
7	MetaPrompt	96.32	No	Learning Domain Invariant Prompt for Vision-Lang...	2022-12-08	Code
8	DePT	96.28	No	DePT: Decoupled Prompt Tuning	2023-09-14	Code
9	ProMetaR	96.16	No	Prompt Learning via Meta-Regularization	2024-04-01	Code
10	RPO	96.03	No	Read-only Prompt Optimization for Vision-Languag...	2023-08-29	Code
11	PromptSRC	96.02	No	Self-regulating Prompts: Foundational Model Adap...	2023-07-13	Code
12	MaPLe	96.02	No	MaPLe: Multi-modal Prompt Learning	2022-10-06	Code
13	CoCoOp	95.84	No	Conditional Prompt Learning for Vision-Language ...	2022-03-10	Code
14	CLIP	95.4	No	Learning Transferable Visual Models From Natural...	2021-02-26	Code

#1PromptKDSOTA
97.77
Harmonic mean· 2024-03-05
PromptKD: Unsupervised Prompt Distillation for Vision-Language Models Code
#2HPT++
96.96
Harmonic mean· 2024-08-27
HPT++: Hierarchically Prompting Vision-Language Models with Multi-Granularity Knowledge Generation and Improved Structure Modeling Code
#3MMRL++
96.75
Harmonic mean· 2025-05-15
MMRL++: Parameter-Efficient and Interaction-Aware Representation Learning for Vision-Language Models Code
#4MMRL
96.68
Harmonic mean· 2025-03-11
MMRL: Multi-Modal Representation Learning for Vision-Language Models Code
#5HPTSOTA
96.65
Harmonic mean· 2023-12-11
Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models Code
#6CoPromptSOTA
96.55
Harmonic mean· 2023-06-01
Consistency-guided Prompt Learning for Vision-Language Models Code
#7MetaPromptSOTA
96.32
Harmonic mean· 2022-12-08
Learning Domain Invariant Prompt for Vision-Language Models Code
#8DePT
96.28
Harmonic mean· 2023-09-14
DePT: Decoupled Prompt Tuning Code
#9ProMetaR
96.16
Harmonic mean· 2024-04-01
Prompt Learning via Meta-Regularization Code
#10RPO
96.03
Harmonic mean· 2023-08-29
Read-only Prompt Optimization for Vision-Language Few-shot Learning Code
#11PromptSRC
96.02
Harmonic mean· 2023-07-13
Self-regulating Prompts: Foundational Model Adaptation without Forgetting Code
#12MaPLeSOTA
96.02
Harmonic mean· 2022-10-06
MaPLe: Multi-modal Prompt Learning Code
#13CoCoOpSOTA
95.84
Harmonic mean· 2022-03-10
Conditional Prompt Learning for Vision-Language Models Code
#14CLIPSOTA
95.4
Harmonic mean· 2021-02-26
Learning Transferable Visual Models From Natural Language Supervision Code