ML Research Wiki / Benchmarks / Prompt Engineering / UCF101

UCF101

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 86.10 2024-03-05 📦 zhengli97/promptkd
2 MMRL MMRL: Multi-Modal Representation Learning for Vision-Language Models 83.89 2025-03-11 📦 yunncheng/MMRL
3 HPT++ HPT++: Hierarchically Prompting Vision-Language Models with Multi-Granularity Knowledge Generation and Improved Structure Modeling 83.81 2024-08-27 📦 vill-lab/2024-aaai-hpt 📦 ThomasWangY/2024-AAAI-HPT
4 MMRL++ MMRL++: Parameter-Efficient and Interaction-Aware Representation Learning for Vision-Language Models 83.81 2025-05-15 📦 yunncheng/MMRL
5 ProMetaR Prompt Learning via Meta-Regularization 83.25 2024-04-01 📦 mlvlab/prometar
6 HPT Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models 83.16 2023-12-11 📦 vill-lab/2024-aaai-hpt 📦 ThomasWangY/2024-AAAI-HPT
7 CoPrompt Consistency-guided Prompt Learning for Vision-Language Models 83.07 2023-06-01 📦 shuvenduroy/coprompt 📦 ShuvenduRoy/FER_TL_PipelineTraining
8 PromptSRC Self-regulating Prompts: Foundational Model Adaptation without Forgetting 82.74 2023-07-13 📦 muzairkhattak/promptsrc 📦 asif-hanif/vafa
9 DePT DePT: Decoupled Prompt Tuning 82.46 2023-09-14 📦 koorye/dept
10 MetaPrompt Learning Domain Invariant Prompt for Vision-Language Models 81.35 2022-12-08 📦 Vill-Lab/2024-TIP-MetaPrompt

All Papers (14)

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