Prompt Engineering on EuroSAT

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	MMRL++	91.94	No	MMRL++: Parameter-Efficient and Interaction-Awar...	2025-05-15	Code
2	PromptKD	89.14	No	PromptKD: Unsupervised Prompt Distillation for V...	2024-03-05	Code
3	HPT++	87.36	No	HPT++: Hierarchically Prompting Vision-Language ...	2024-08-27	Code
4	MMRL	87.21	No	MMRL: Multi-Modal Representation Learning for Vi...	2025-03-11	Code
5	CoPrompt	85.84	No	Consistency-guided Prompt Learning for Vision-La...	2023-06-01	Code
6	ProMetaR	85.3	No	Prompt Learning via Meta-Regularization	2024-04-01	Code
7	DePT	84.88	No	DePT: Decoupled Prompt Tuning	2023-09-14	Code
8	HPT	84.82	No	Learning Hierarchical Prompt with Structured Lin...	2023-12-11	Code
9	MetaPrompt	83.38	No	Learning Domain Invariant Prompt for Vision-Lang...	2022-12-08	Code
10	MaPLe	82.35	No	MaPLe: Multi-modal Prompt Learning	2022-10-06	Code
11	PromptSRC	82.32	No	Self-regulating Prompts: Foundational Model Adap...	2023-07-13	Code
12	RPO	76.79	No	Read-only Prompt Optimization for Vision-Languag...	2023-08-29	Code
13	CoCoOp	71.21	No	Conditional Prompt Learning for Vision-Language ...	2022-03-10	Code
14	CLIP	60.03	No	Learning Transferable Visual Models From Natural...	2021-02-26	Code

#1MMRL++SOTA
91.94
Harmonic mean· 2025-05-15
MMRL++: Parameter-Efficient and Interaction-Aware Representation Learning for Vision-Language Models Code
#2PromptKDSOTA
89.14
Harmonic mean· 2024-03-05
PromptKD: Unsupervised Prompt Distillation for Vision-Language Models Code
#3HPT++
87.36
Harmonic mean· 2024-08-27
HPT++: Hierarchically Prompting Vision-Language Models with Multi-Granularity Knowledge Generation and Improved Structure Modeling Code
#4MMRL
87.21
Harmonic mean· 2025-03-11
MMRL: Multi-Modal Representation Learning for Vision-Language Models Code
#5CoPromptSOTA
85.84
Harmonic mean· 2023-06-01
Consistency-guided Prompt Learning for Vision-Language Models Code
#6ProMetaR
85.3
Harmonic mean· 2024-04-01
Prompt Learning via Meta-Regularization Code
#7DePT
84.88
Harmonic mean· 2023-09-14
DePT: Decoupled Prompt Tuning Code
#8HPT
84.82
Harmonic mean· 2023-12-11
Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models Code
#9MetaPromptSOTA
83.38
Harmonic mean· 2022-12-08
Learning Domain Invariant Prompt for Vision-Language Models Code
#10MaPLeSOTA
82.35
Harmonic mean· 2022-10-06
MaPLe: Multi-modal Prompt Learning Code
#11PromptSRC
82.32
Harmonic mean· 2023-07-13
Self-regulating Prompts: Foundational Model Adaptation without Forgetting Code
#12RPO
76.79
Harmonic mean· 2023-08-29
Read-only Prompt Optimization for Vision-Language Few-shot Learning Code
#13CoCoOpSOTA
71.21
Harmonic mean· 2022-03-10
Conditional Prompt Learning for Vision-Language Models Code
#14CLIPSOTA
60.03
Harmonic mean· 2021-02-26
Learning Transferable Visual Models From Natural Language Supervision Code