| Paper | Code | Top-1 accuracy % | ModelName | ReleaseDate |
|---|---|---|---|---|
| Prompt Pre-Training with Twenty-Thousand Classes for Open-Vocabulary Visual Recognition | ✓ Link | 51.6 | POMP | 2023-04-10 |
| MMRL: Multi-Modal Representation Learning for Vision-Language Models | ✓ Link | 51.20 | MMRL | 2025-03-11 |
| HPT++: Hierarchically Prompting Vision-Language Models with Multi-Granularity Knowledge Generation and Improved Structure Modeling | ✓ Link | 51.18 | HPT++ | 2024-08-27 |
| MaPLe: Multi-modal Prompt Learning | ✓ Link | 50.90 | MaPLe | 2022-10-06 |
| Self-regulating Prompts: Foundational Model Adaptation without Forgetting | ✓ Link | 50.90 | PromptSRC | 2023-07-13 |
| Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models | ✓ Link | 50.85 | HPT | 2023-12-11 |
| Conditional Prompt Learning for Vision-Language Models | ✓ Link | 50.63 | CoCoOp | 2022-03-10 |
| Consistency-guided Prompt Learning for Vision-Language Models | ✓ Link | 50.50 | CoPrompt | 2023-06-01 |
| Learning Transferable Visual Models From Natural Language Supervision | ✓ Link | 47.77 | CLIP | 2021-02-26 |