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

Food-101

Prompt Engineering Benchmark

Performance Over Time

📊 Showing 13 results | 📏 Metric: Harmonic mean

Top Performing Models

Rank Model Paper Harmonic mean Date Code
1 PromptKD PromptKD: Unsupervised Prompt Distillation for Vision-Language Models 93.05 2024-03-05 📦 zhengli97/promptkd
2 CoPrompt Consistency-guided Prompt Learning for Vision-Language Models 91.40 2023-06-01 📦 shuvenduroy/coprompt 📦 ShuvenduRoy/FER_TL_PipelineTraining
3 MaPLe MaPLe: Multi-modal Prompt Learning 91.38 2022-10-06 📦 muzairkhattak/multimodal-prompt-learning 📦 htyao89/kgcoop 📦 gyukai/i2vc
4 ProMetaR Prompt Learning via Meta-Regularization 91.34 2024-04-01 📦 mlvlab/prometar
5 MetaPrompt Learning Domain Invariant Prompt for Vision-Language Models 91.29 2022-12-08 📦 Vill-Lab/2024-TIP-MetaPrompt
6 DePT DePT: Decoupled Prompt Tuning 91.22 2023-09-14 📦 koorye/dept
7 PromptSRC Self-regulating Prompts: Foundational Model Adaptation without Forgetting 91.10 2023-07-13 📦 muzairkhattak/promptsrc 📦 asif-hanif/vafa
8 MMRL++ MMRL++: Parameter-Efficient and Interaction-Aware Representation Learning for Vision-Language Models 91.10 2025-05-15 📦 yunncheng/MMRL
9 HPT++ HPT++: Hierarchically Prompting Vision-Language Models with Multi-Granularity Knowledge Generation and Improved Structure Modeling 91.09 2024-08-27 📦 vill-lab/2024-aaai-hpt 📦 ThomasWangY/2024-AAAI-HPT
10 MMRL MMRL: Multi-Modal Representation Learning for Vision-Language Models 91.03 2025-03-11 📦 yunncheng/MMRL

All Papers (13)

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