ML Research Wiki / Benchmarks / Prompt Engineering / Caltech-101

Caltech-101

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 97.77 2024-03-05 📦 zhengli97/promptkd
2 HPT++ HPT++: Hierarchically Prompting Vision-Language Models with Multi-Granularity Knowledge Generation and Improved Structure Modeling 96.96 2024-08-27 📦 vill-lab/2024-aaai-hpt 📦 ThomasWangY/2024-AAAI-HPT
3 MMRL++ MMRL++: Parameter-Efficient and Interaction-Aware Representation Learning for Vision-Language Models 96.75 2025-05-15 📦 yunncheng/MMRL
4 MMRL MMRL: Multi-Modal Representation Learning for Vision-Language Models 96.68 2025-03-11 📦 yunncheng/MMRL
5 HPT Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models 96.65 2023-12-11 📦 vill-lab/2024-aaai-hpt 📦 ThomasWangY/2024-AAAI-HPT
6 CoPrompt Consistency-guided Prompt Learning for Vision-Language Models 96.55 2023-06-01 📦 shuvenduroy/coprompt 📦 ShuvenduRoy/FER_TL_PipelineTraining
7 MetaPrompt Learning Domain Invariant Prompt for Vision-Language Models 96.32 2022-12-08 📦 Vill-Lab/2024-TIP-MetaPrompt
8 DePT DePT: Decoupled Prompt Tuning 96.28 2023-09-14 📦 koorye/dept
9 ProMetaR Prompt Learning via Meta-Regularization 96.16 2024-04-01 📦 mlvlab/prometar
10 RPO Read-only Prompt Optimization for Vision-Language Few-shot Learning 96.03 2023-08-29 📦 mlvlab/rpo

All Papers (14)

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