ML Research Wiki / Benchmarks / Prompt Engineering / Oxford-IIIT Pet Dataset

Oxford-IIIT Pet Dataset

Prompt Engineering Benchmark

Performance Over Time

📊 Showing 14 results | 📏 Metric: Harmonic mean

Top Performing Models

Rank Model Paper Harmonic mean Date Code
1 PromptKD PromptKD: Unsupervised Prompt Distillation for Vision-Language Models 97.15 2024-03-05 📦 zhengli97/promptkd
2 HPT++ HPT++: Hierarchically Prompting Vision-Language Models with Multi-Granularity Knowledge Generation and Improved Structure Modeling 96.91 2024-08-27 📦 vill-lab/2024-aaai-hpt 📦 ThomasWangY/2024-AAAI-HPT
3 CoPrompt Consistency-guided Prompt Learning for Vision-Language Models 96.87 2023-06-01 📦 shuvenduroy/coprompt 📦 ShuvenduRoy/FER_TL_PipelineTraining
4 MMRL MMRL: Multi-Modal Representation Learning for Vision-Language Models 96.74 2025-03-11 📦 yunncheng/MMRL
5 HPT Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models 96.71 2023-12-11 📦 vill-lab/2024-aaai-hpt 📦 ThomasWangY/2024-AAAI-HPT
6 MaPLe MaPLe: Multi-modal Prompt Learning 96.58 2022-10-06 📦 muzairkhattak/multimodal-prompt-learning 📦 htyao89/kgcoop 📦 gyukai/i2vc
7 MMRL++ MMRL++: Parameter-Efficient and Interaction-Aware Representation Learning for Vision-Language Models 96.51 2025-05-15 📦 yunncheng/MMRL
8 ProMetaR Prompt Learning via Meta-Regularization 96.49 2024-04-01 📦 mlvlab/prometar
9 CoCoOp Conditional Prompt Learning for Vision-Language Models 96.43 2022-03-10 📦 kaiyangzhou/coop 📦 muzairkhattak/multimodal-prompt-learning 📦 azshue/TPT
10 DePT DePT: Decoupled Prompt Tuning 96.37 2023-09-14 📦 koorye/dept

All Papers (14)

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