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FGVC-Aircraft
Prompt Engineering on FGVC-Aircraft
Metric: Harmonic mean (higher is better)
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#
Model
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Harmonic mean
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Extra Data
Paper
Date
↕
Code
1
PromptKD
45.17
No
PromptKD: Unsupervised Prompt Distillation for V...
2024-03-05
Code
2
MMRL++
42.24
No
MMRL++: Parameter-Efficient and Interaction-Awar...
2025-05-15
Code
3
HPT++
41.33
No
HPT++: Hierarchically Prompting Vision-Language ...
2024-08-27
Code
4
MMRL
41.15
No
MMRL: Multi-Modal Representation Learning for Vi...
2025-03-11
Code
5
DePT
40.73
No
DePT: Decoupled Prompt Tuning
2023-09-14
Code
6
HPT
40.28
No
Learning Hierarchical Prompt with Structured Lin...
2023-12-11
Code
7
ProMetaR
40.25
No
Prompt Learning via Meta-Regularization
2024-04-01
Code
8
PromptSRC
40.15
No
Self-regulating Prompts: Foundational Model Adap...
2023-07-13
Code
9
CoPrompt
39.76
No
Consistency-guided Prompt Learning for Vision-La...
2023-06-01
Code
10
MetaPrompt
38.24
No
Learning Domain Invariant Prompt for Vision-Lang...
2022-12-08
Code
11
MaPLe
36.5
No
MaPLe: Multi-modal Prompt Learning
2022-10-06
Code
12
RPO
35.7
No
Read-only Prompt Optimization for Vision-Languag...
2023-08-29
Code
13
CLIP
31.09
No
Learning Transferable Visual Models From Natural...
2021-02-26
Code
14
CoCoOp
27.74
No
Conditional Prompt Learning for Vision-Language ...
2022-03-10
Code
#1
PromptKD
SOTA
45.17
Harmonic mean
· 2024-03-05
PromptKD: Unsupervised Prompt Distillation for Vision-Language Models
Code
#2
MMRL++
42.24
Harmonic mean
· 2025-05-15
MMRL++: Parameter-Efficient and Interaction-Aware Representation Learning for Vision-Language Models
Code
#3
HPT++
41.33
Harmonic mean
· 2024-08-27
HPT++: Hierarchically Prompting Vision-Language Models with Multi-Granularity Knowledge Generation and Improved Structure Modeling
Code
#4
MMRL
41.15
Harmonic mean
· 2025-03-11
MMRL: Multi-Modal Representation Learning for Vision-Language Models
Code
#5
DePT
SOTA
40.73
Harmonic mean
· 2023-09-14
DePT: Decoupled Prompt Tuning
Code
#6
HPT
40.28
Harmonic mean
· 2023-12-11
Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models
Code
#7
ProMetaR
40.25
Harmonic mean
· 2024-04-01
Prompt Learning via Meta-Regularization
Code
#8
PromptSRC
SOTA
40.15
Harmonic mean
· 2023-07-13
Self-regulating Prompts: Foundational Model Adaptation without Forgetting
Code
#9
CoPrompt
SOTA
39.76
Harmonic mean
· 2023-06-01
Consistency-guided Prompt Learning for Vision-Language Models
Code
#10
MetaPrompt
SOTA
38.24
Harmonic mean
· 2022-12-08
Learning Domain Invariant Prompt for Vision-Language Models
Code
#11
MaPLe
SOTA
36.5
Harmonic mean
· 2022-10-06
MaPLe: Multi-modal Prompt Learning
Code
#12
RPO
35.7
Harmonic mean
· 2023-08-29
Read-only Prompt Optimization for Vision-Language Few-shot Learning
Code
#13
CLIP
SOTA
31.09
Harmonic mean
· 2021-02-26
Learning Transferable Visual Models From Natural Language Supervision
Code
#14
CoCoOp
27.74
Harmonic mean
· 2022-03-10
Conditional Prompt Learning for Vision-Language Models
Code