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Prompt Engineering On Imagenet

评估指标

Harmonic mean

评测结果

各个模型在此基准测试上的表现结果

模型名称
Harmonic mean
Paper TitleRepository
PromptKD77.62PromptKD: Unsupervised Prompt Distillation for Vision-Language Models
ProMetaR74.09Prompt Learning via Meta-Regularization
MaPLe73.47MaPLe: Multi-modal Prompt Learning
PromptSRC74.01Self-regulating Prompts: Foundational Model Adaptation without Forgetting
RPO74.00Read-only Prompt Optimization for Vision-Language Few-shot Learning
Customized Ensemble75.49Beyond Sole Strength: Customized Ensembles for Generalized Vision-Language Models
CLIP70.22Learning Transferable Visual Models From Natural Language Supervision
MetaPrompt74.02Learning Domain Invariant Prompt for Vision-Language Models
MMRL74.45MMRL: Multi-Modal Representation Learning for Vision-Language Models
HPT74.17Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models
DePT74.02DePT: Decoupled Prompt Tuning-
HPT++74.24HPT++: Hierarchically Prompting Vision-Language Models with Multi-Granularity Knowledge Generation and Improved Structure Modeling
CoCoOp73.10Conditional Prompt Learning for Vision-Language Models
CoPrompt74.33Consistency-guided Prompt Learning for Vision-Language Models
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