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HyperAI超神经

Prompt Engineering On Oxford Iiit Pet Dataset

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 Title	Repository
CLIP	94.12	Learning Transferable Visual Models From Natural Language Supervision	-
HPT++	96.91	HPT++: Hierarchically Prompting Vision-Language Models with Multi-Granularity Knowledge Generation and Improved Structure Modeling	-
RPO	96.05	Read-only Prompt Optimization for Vision-Language Few-shot Learning	-
MaPLe	96.58	MaPLe: Multi-modal Prompt Learning	-
DePT	96.37	DePT: Decoupled Prompt Tuning	-
HPT	96.71	Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models	-
ProMetaR	96.49	Prompt Learning via Meta-Regularization	-
MetaPrompt	96.26	Learning Domain Invariant Prompt for Vision-Language Models	-
PromptSRC	96.30	Self-regulating Prompts: Foundational Model Adaptation without Forgetting	-
CoPrompt	96.87	Consistency-guided Prompt Learning for Vision-Language Models	-
MMRL	96.74	MMRL: Multi-Modal Representation Learning for Vision-Language Models	-
CoCoOp	96.43	Conditional Prompt Learning for Vision-Language Models	-
PromptKD	97.15	PromptKD: Unsupervised Prompt Distillation for Vision-Language Models	-

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Prompt Engineering On Oxford Iiit Pet Dataset | SOTA | HyperAI超神经