ML Research Wiki / Benchmarks / Prompt Engineering / Oxford 102 Flower

Oxford 102 Flower

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	90.24	2024-03-05	📦 zhengli97/promptkd
2	HPT	Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models	87.16	2023-12-11	📦 vill-lab/2024-aaai-hpt 📦 ThomasWangY/2024-AAAI-HPT
3	MMRL++	MMRL++: Parameter-Efficient and Interaction-Aware Representation Learning for Vision-Language Models	87.01	2025-05-15	📦 yunncheng/MMRL
4	MMRL	MMRL: Multi-Modal Representation Learning for Vision-Language Models	86.78	2025-03-11	📦 yunncheng/MMRL
5	ProMetaR	Prompt Learning via Meta-Regularization	86.70	2024-04-01	📦 mlvlab/prometar
6	DePT	DePT: Decoupled Prompt Tuning	86.46	2023-09-14	📦 koorye/dept
7	PromptSRC	Self-regulating Prompts: Foundational Model Adaptation without Forgetting	85.95	2023-07-13	📦 muzairkhattak/promptsrc 📦 asif-hanif/vafa
8	HPT++	HPT++: Hierarchically Prompting Vision-Language Models with Multi-Granularity Knowledge Generation and Improved Structure Modeling	85.85	2024-08-27	📦 vill-lab/2024-aaai-hpt 📦 ThomasWangY/2024-AAAI-HPT
9	CoPrompt	Consistency-guided Prompt Learning for Vision-Language Models	85.71	2023-06-01	📦 shuvenduroy/coprompt 📦 ShuvenduRoy/FER_TL_PipelineTraining
10	MetaPrompt	Learning Domain Invariant Prompt for Vision-Language Models	84.52	2022-12-08	📦 Vill-Lab/2024-TIP-MetaPrompt

All Papers (14)

PromptKD: Unsupervised Prompt Distillation for Vision-Language Models

2024

PromptKD

zhengli97/promptkd

Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models

2023

HPT

vill-lab/2024-aaai-hpt ThomasWangY/2024-AAAI-HPT

MMRL++: Parameter-Efficient and Interaction-Aware Representation Learning for Vision-Language Models

2025

MMRL++

yunncheng/MMRL

MMRL: Multi-Modal Representation Learning for Vision-Language Models

2025

MMRL

yunncheng/MMRL

Prompt Learning via Meta-Regularization

2024

ProMetaR

mlvlab/prometar

DePT: Decoupled Prompt Tuning

2023

DePT

koorye/dept

Self-regulating Prompts: Foundational Model Adaptation without Forgetting

2023

PromptSRC

muzairkhattak/promptsrc asif-hanif/vafa

HPT++: Hierarchically Prompting Vision-Language Models with Multi-Granularity Knowledge Generation and Improved Structure Modeling

2024

HPT++

vill-lab/2024-aaai-hpt ThomasWangY/2024-AAAI-HPT

Consistency-guided Prompt Learning for Vision-Language Models

2023

CoPrompt

shuvenduroy/coprompt ShuvenduRoy/FER_TL_PipelineTraining

Learning Domain Invariant Prompt for Vision-Language Models

2022

MetaPrompt

Vill-Lab/2024-TIP-MetaPrompt

Read-only Prompt Optimization for Vision-Language Few-shot Learning

2023

RPO

mlvlab/rpo

MaPLe: Multi-modal Prompt Learning

2022

MaPLe

muzairkhattak/multimodal-prompt-learning htyao89/kgcoop gyukai/i2vc

Conditional Prompt Learning for Vision-Language Models

2022

CoCoOp

kaiyangzhou/coop muzairkhattak/multimodal-prompt-learning

Learning Transferable Visual Models From Natural Language Supervision

2021

CLIP

openai/CLIP mlfoundations/open_clip

Oxford 102 Flower

Performance Over Time

Edit Benchmark Results

Edit Result

Top Performing Models

All Papers (14)

PromptKD: Unsupervised Prompt Distillation for Vision-Language Models

Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models

MMRL++: Parameter-Efficient and Interaction-Aware Representation Learning for Vision-Language Models

MMRL: Multi-Modal Representation Learning for Vision-Language Models

Prompt Learning via Meta-Regularization

DePT: Decoupled Prompt Tuning

Self-regulating Prompts: Foundational Model Adaptation without Forgetting

HPT++: Hierarchically Prompting Vision-Language Models with Multi-Granularity Knowledge Generation and Improved Structure Modeling

Consistency-guided Prompt Learning for Vision-Language Models

Learning Domain Invariant Prompt for Vision-Language Models

Read-only Prompt Optimization for Vision-Language Few-shot Learning

MaPLe: Multi-modal Prompt Learning

Conditional Prompt Learning for Vision-Language Models

Learning Transferable Visual Models From Natural Language Supervision

Model	Paper	Harmonic mean	Date
PromptKD	PromptKD: Unsupervised Prompt Distillation for Vi…	90.24	2024-03-05
HPT	Learning Hierarchical Prompt with Structured Ling…	87.16	2023-12-11
MMRL++	MMRL++: Parameter-Efficient and Interaction-Aware…	87.01	2025-05-15
MMRL	MMRL: Multi-Modal Representation Learning for Vis…	86.78	2025-03-11
ProMetaR	Prompt Learning via Meta-Regularization	86.70	2024-04-01
DePT	DePT: Decoupled Prompt Tuning	86.46	2023-09-14
PromptSRC	Self-regulating Prompts: Foundational Model Adapt…	85.95	2023-07-13
HPT++	HPT++: Hierarchically Prompting Vision-Language M…	85.85	2024-08-27
CoPrompt	Consistency-guided Prompt Learning for Vision-Lan…	85.71	2023-06-01
MetaPrompt	Learning Domain Invariant Prompt for Vision-Langu…	84.52	2022-12-08
RPO	Read-only Prompt Optimization for Vision-Language…	84.50	2023-08-29
MaPLe	MaPLe: Multi-modal Prompt Learning	82.56	2022-10-06
CoCoOp	Conditional Prompt Learning for Vision-Language M…	81.71	2022-03-10
CLIP	Learning Transferable Visual Models From Natural …	74.83	2021-02-26