ML Research Wiki / Benchmarks / Prompt Engineering / EuroSAT

EuroSAT

Prompt Engineering Benchmark

Performance Over Time

📊 Showing 14 results | 📏 Metric: Harmonic mean

Top Performing Models

Rank Model Paper Harmonic mean Date Code
1 MMRL++ MMRL++: Parameter-Efficient and Interaction-Aware Representation Learning for Vision-Language Models 91.94 2025-05-15 📦 yunncheng/MMRL
2 PromptKD PromptKD: Unsupervised Prompt Distillation for Vision-Language Models 89.14 2024-03-05 📦 zhengli97/promptkd
3 HPT++ HPT++: Hierarchically Prompting Vision-Language Models with Multi-Granularity Knowledge Generation and Improved Structure Modeling 87.36 2024-08-27 📦 vill-lab/2024-aaai-hpt 📦 ThomasWangY/2024-AAAI-HPT
4 MMRL MMRL: Multi-Modal Representation Learning for Vision-Language Models 87.21 2025-03-11 📦 yunncheng/MMRL
5 CoPrompt Consistency-guided Prompt Learning for Vision-Language Models 85.84 2023-06-01 📦 shuvenduroy/coprompt 📦 ShuvenduRoy/FER_TL_PipelineTraining
6 ProMetaR Prompt Learning via Meta-Regularization 85.30 2024-04-01 📦 mlvlab/prometar
7 DePT DePT: Decoupled Prompt Tuning 84.88 2023-09-14 📦 koorye/dept
8 HPT Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models 84.82 2023-12-11 📦 vill-lab/2024-aaai-hpt 📦 ThomasWangY/2024-AAAI-HPT
9 MetaPrompt Learning Domain Invariant Prompt for Vision-Language Models 83.38 2022-12-08 📦 Vill-Lab/2024-TIP-MetaPrompt
10 MaPLe MaPLe: Multi-modal Prompt Learning 82.35 2022-10-06 📦 muzairkhattak/multimodal-prompt-learning 📦 htyao89/kgcoop 📦 gyukai/i2vc

All Papers (14)

yunncheng/MMRL
zhengli97/promptkd
vill-lab/2024-aaai-hpt ThomasWangY/2024-AAAI-HPT
yunncheng/MMRL
shuvenduroy/coprompt ShuvenduRoy/FER_TL_PipelineTraining
mlvlab/prometar
koorye/dept
vill-lab/2024-aaai-hpt ThomasWangY/2024-AAAI-HPT
Vill-Lab/2024-TIP-MetaPrompt
muzairkhattak/multimodal-prompt-learning htyao89/kgcoop gyukai/i2vc
muzairkhattak/promptsrc asif-hanif/vafa
mlvlab/rpo
kaiyangzhou/coop muzairkhattak/multimodal-prompt-learning
openai/CLIP mlfoundations/open_clip