Prompt Engineering on UCF101

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	86.1	No	PromptKD: Unsupervised Prompt Distillation for V...	2024-03-05	Code
2	MMRL	83.89	No	MMRL: Multi-Modal Representation Learning for Vi...	2025-03-11	Code
3	HPT++	83.81	No	HPT++: Hierarchically Prompting Vision-Language ...	2024-08-27	Code
4	MMRL++	83.81	No	MMRL++: Parameter-Efficient and Interaction-Awar...	2025-05-15	Code
5	ProMetaR	83.25	No	Prompt Learning via Meta-Regularization	2024-04-01	Code
6	HPT	83.16	No	Learning Hierarchical Prompt with Structured Lin...	2023-12-11	Code
7	CoPrompt	83.07	No	Consistency-guided Prompt Learning for Vision-La...	2023-06-01	Code
8	PromptSRC	82.74	No	Self-regulating Prompts: Foundational Model Adap...	2023-07-13	Code
9	DePT	82.46	No	DePT: Decoupled Prompt Tuning	2023-09-14	Code
10	MetaPrompt	81.35	No	Learning Domain Invariant Prompt for Vision-Lang...	2022-12-08	Code
11	MaPLe	80.82	No	MaPLe: Multi-modal Prompt Learning	2022-10-06	Code
12	RPO	79.34	No	Read-only Prompt Optimization for Vision-Languag...	2023-08-29	Code
13	CoCoOp	77.64	No	Conditional Prompt Learning for Vision-Language ...	2022-03-10	Code
14	CLIP	73.85	No	Learning Transferable Visual Models From Natural...	2021-02-26	Code

#1PromptKDSOTA
86.1
Harmonic mean· 2024-03-05
PromptKD: Unsupervised Prompt Distillation for Vision-Language Models Code
#2MMRL
83.89
Harmonic mean· 2025-03-11
MMRL: Multi-Modal Representation Learning for Vision-Language Models Code
#3HPT++
83.81
Harmonic mean· 2024-08-27
HPT++: Hierarchically Prompting Vision-Language Models with Multi-Granularity Knowledge Generation and Improved Structure Modeling Code
#4MMRL++
83.81
Harmonic mean· 2025-05-15
MMRL++: Parameter-Efficient and Interaction-Aware Representation Learning for Vision-Language Models Code
#5ProMetaR
83.25
Harmonic mean· 2024-04-01
Prompt Learning via Meta-Regularization Code
#6HPTSOTA
83.16
Harmonic mean· 2023-12-11
Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models Code
#7CoPromptSOTA
83.07
Harmonic mean· 2023-06-01
Consistency-guided Prompt Learning for Vision-Language Models Code
#8PromptSRC
82.74
Harmonic mean· 2023-07-13
Self-regulating Prompts: Foundational Model Adaptation without Forgetting Code
#9DePT
82.46
Harmonic mean· 2023-09-14
DePT: Decoupled Prompt Tuning Code
#10MetaPromptSOTA
81.35
Harmonic mean· 2022-12-08
Learning Domain Invariant Prompt for Vision-Language Models Code
#11MaPLeSOTA
80.82
Harmonic mean· 2022-10-06
MaPLe: Multi-modal Prompt Learning Code
#12RPO
79.34
Harmonic mean· 2023-08-29
Read-only Prompt Optimization for Vision-Language Few-shot Learning Code
#13CoCoOpSOTA
77.64
Harmonic mean· 2022-03-10
Conditional Prompt Learning for Vision-Language Models Code
#14CLIPSOTA
73.85
Harmonic mean· 2021-02-26
Learning Transferable Visual Models From Natural Language Supervision Code