Prompt Engineering on ImageNet-A

Metric: Top-1 accuracy % (higher is better)

LeaderboardDataset

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#	Model↕	Top-1 accuracy %▼	Extra Data	Paper	Date↕	Code
1	POMP	51.6	No	Prompt Pre-Training with Twenty-Thousand Classes...	2023-04-10	Code
2	MMRL	51.2	No	MMRL: Multi-Modal Representation Learning for Vi...	2025-03-11	Code
3	HPT++	51.18	No	HPT++: Hierarchically Prompting Vision-Language ...	2024-08-27	Code
4	MaPLe	50.9	No	MaPLe: Multi-modal Prompt Learning	2022-10-06	Code
5	PromptSRC	50.9	No	Self-regulating Prompts: Foundational Model Adap...	2023-07-13	Code
6	HPT	50.85	No	Learning Hierarchical Prompt with Structured Lin...	2023-12-11	Code
7	CoCoOp	50.63	No	Conditional Prompt Learning for Vision-Language ...	2022-03-10	Code
8	CoPrompt	50.5	No	Consistency-guided Prompt Learning for Vision-La...	2023-06-01	Code
9	CLIP	47.77	No	Learning Transferable Visual Models From Natural...	2021-02-26	Code

#1POMPSOTA
51.6
Top-1 accuracy %· 2023-04-10
Prompt Pre-Training with Twenty-Thousand Classes for Open-Vocabulary Visual Recognition Code
#2MMRL
51.2
Top-1 accuracy %· 2025-03-11
MMRL: Multi-Modal Representation Learning for Vision-Language Models Code
#3HPT++
51.18
Top-1 accuracy %· 2024-08-27
HPT++: Hierarchically Prompting Vision-Language Models with Multi-Granularity Knowledge Generation and Improved Structure Modeling Code
#4MaPLeSOTA
50.9
Top-1 accuracy %· 2022-10-06
MaPLe: Multi-modal Prompt Learning Code
#5PromptSRC
50.9
Top-1 accuracy %· 2023-07-13
Self-regulating Prompts: Foundational Model Adaptation without Forgetting Code
#6HPT
50.85
Top-1 accuracy %· 2023-12-11
Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models Code
#7CoCoOpSOTA
50.63
Top-1 accuracy %· 2022-03-10
Conditional Prompt Learning for Vision-Language Models Code
#8CoPrompt
50.5
Top-1 accuracy %· 2023-06-01
Consistency-guided Prompt Learning for Vision-Language Models Code
#9CLIPSOTA
47.77
Top-1 accuracy %· 2021-02-26
Learning Transferable Visual Models From Natural Language Supervision Code