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Awesome-Parameter-Efficient-Transfer-Learning
Collection of awesome parameter-efficient fine-tuning resources.
https://github.com/synbol/Awesome-Parameter-Efficient-Transfer-Learning
Last synced: 1 day ago
JSON representation
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๐ <span id="head1"> *Papers* </span>
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Adapter Tuning
- [Paper - blue) ![](https://img.shields.io/badge/Dense_Prediction-green) ![](https://img.shields.io/badge/Adapter_Design-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Super_Resolution-green) ![](https://img.shields.io/badge/Adapter_Design-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Recognition-green) ![](https://img.shields.io/badge/Video_Recognition-green) ![](https://img.shields.io/badge/Adapter_Design-orange)
- [Paper - ViT)] ![](https://img.shields.io/badge/Convpass-blue) ![](https://img.shields.io/badge/Image_Recognition-green) ![](https://img.shields.io/badge/Domain_Generalization-green) ![](https://img.shields.io/badge/Adapter_Design-orange)
- [Paper - Adapter)] ![](https://img.shields.io/badge/ST_Adapter-blue) ![](https://img.shields.io/badge/Video_Recognition-green) ![](https://img.shields.io/badge/Adapter_Design-orange)
- [Paper - image-models.github.io/)] ![](https://img.shields.io/badge/AIM-blue) ![](https://img.shields.io/badge/Video_Recognition-green) ![](https://img.shields.io/badge/Adapter_Design-orange)
- [Paper - adapters/)] ![](https://img.shields.io/badge/Robo_Adapter-blue) ![](https://img.shields.io/badge/Robotic_Manipulation-green) ![](https://img.shields.io/badge/Adapter_Design-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Dense_Prediction-green) ![](https://img.shields.io/badge/Adapter_Optimization-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Dense_Prediction-green) ![](https://img.shields.io/badge/Adapter_Optimization-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Dense_Prediction-green) ![](https://img.shields.io/badge/Adapter_Optimization-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Recognition-green) ![](https://img.shields.io/badge/Adapter_Optimization-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Recognition-green) ![](https://img.shields.io/badge/Adapter_Optimization-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Adapter_Optimization-orange)
- [Paper - blue)
- [Paper - blue) ![](https://img.shields.io/badge/Cross_Modal-green) ![](https://img.shields.io/badge/Adapter_Design-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Cross_Modal-green) ![](https://img.shields.io/badge/Adapter_Design-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Dense_Prediction-green) ![](https://img.shields.io/badge/Adapter_Design-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Recognition-green) ![](https://img.shields.io/badge/Adapter_Design-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Cross_Modal-green) ![](https://img.shields.io/badge/Adapter_Optimization-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Cross_Modal-green) ![](https://img.shields.io/badge/Adapter_Design-orange)
- [Paper - adapter)] ![](https://img.shields.io/badge/SAM-Adapter-blue) ![](https://img.shields.io/badge/Image_Segmentation-green) ![](https://img.shields.io/badge/Adapter_Design-orange)
- [Paper - Adapter)] ![](https://img.shields.io/badge/T2I_Adapter-blue) ![](https://img.shields.io/badge/Text2Image-green) ![](https://img.shields.io/badge/Adapter_Design-orange)
- [Paper - Adapter/I2V-Adapter-repo)] ![](https://img.shields.io/badge/I2V_Adapter-blue) ![](https://img.shields.io/badge/Image2Video-green) ![](https://img.shields.io/badge/Adapter_Design-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Super_Resolution-green) ![](https://img.shields.io/badge/Adapter_Design-orange)
- [Paper - cd/unet-finetune)] ![](https://img.shields.io/badge/Unet_Finetune-blue) ![](https://img.shields.io/badge/Generate_Task-green) ![](https://img.shields.io/badge/Adapter_Design-orange)
- [Paper - VLL/CAST)] ![](https://img.shields.io/badge/CAST_Finetune-blue) ![](https://img.shields.io/badge/Video_Action_Recognition-green) ![](https://img.shields.io/badge/Adapter_Design-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Point_Cloud-green) ![](https://img.shields.io/badge/Adapter_with_Prompt-orange)
- [Paper - adapter.github.io/)] ![](https://img.shields.io/badge/MoMA-blue) ![](https://img.shields.io/badge/Personalized_Image_Generation-green) ![](https://img.shields.io/badge/Adapter_with_Prompt-orange)
- [Paper
- [Paper
- [Paper - Tuning)]
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Prompt Tuning
- [Paper - blue) ![](https://img.shields.io/badge/Test_Time_Adaptation-green) ![](https://img.shields.io/badge/Embedding_Level-orange)
- [Paper - IDPT)] ![](https://img.shields.io/badge/IDPT-blue) ![](https://img.shields.io/badge/Point_Cloud-green) ![](https://img.shields.io/badge/Embedding_Level-orange)
- [paper - blue) ![](https://img.shields.io/badge/Text_Video_Retrieval-green) ![](https://img.shields.io/badge/Global_Local_Prompt_-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Test_Time_Adaptation-green) ![](https://img.shields.io/badge/Embedding_Level-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Recognition-green) ![](https://img.shields.io/badge/Embedding_Level-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Recognition-green) ![](https://img.shields.io/badge/Dense_Prediction-green) ![](https://img.shields.io/badge/Embedding_Level-orange)
- [Paper - IDPT)] ![](https://img.shields.io/badge/IDPT-blue) ![](https://img.shields.io/badge/Point_Cloud-green) ![](https://img.shields.io/badge/Embedding_Level-orange)
- [Paper - zhu/ViPT)] ![](https://img.shields.io/badge/ViPT-blue) ![](https://img.shields.io/badge/MultiModal_Tracking-green) ![](https://img.shields.io/badge/Embedding_Level-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Recognition-green) ![](https://img.shields.io/badge/Embedding_Level-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Test_Time_Adaptation-green) ![](https://img.shields.io/badge/Embedding_Level-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Dense_Prediction-green) ![](https://img.shields.io/badge/Embedding_Level-orange)
- [Paper - Visual-Prompt)] ![](https://img.shields.io/badge/EVP-blue) ![](https://img.shields.io/badge/Dense_Prediction-green) ![](https://img.shields.io/badge/Pixel_Level-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Point_Cloud-green) ![](https://img.shields.io/badge/Pixel_Level-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Recognition-green) ![](https://img.shields.io/badge/Pixel_Level-orange)
- [Paper - VLAA/EVP)] ![](https://img.shields.io/badge/EVP-blue) ![](https://img.shields.io/badge/Image_Recognition-green) ![](https://img.shields.io/badge/Pixel_Level-orange)
- [Paper - Group/ILM-VP)] ![](https://img.shields.io/badge/ILM_VP-blue) ![](https://img.shields.io/badge/Image_Recognition-green) ![](https://img.shields.io/badge/Pixel_Level-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Recognition-green) ![](https://img.shields.io/badge/Text_Prompt-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Multi_Task-green)
- [Paper - prompt-learning)] ![](https://img.shields.io/badge/MaPLe-blue) ![](https://img.shields.io/badge/Image_Recognition-green) ![](https://img.shields.io/badge/MultiModal_Prompt-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Recognition-green) ![](https://img.shields.io/badge/Text_Prompt-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Multi_Task-green) ![](https://img.shields.io/badge/Autonomous_Driving-green)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Recognition-green)
- [Paper - anything)] ![](https://img.shields.io/badge/DPT-blue) ![](https://img.shields.io/badge/Dense_Prediction-green)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Classification-green) ![](https://img.shields.io/badge/MultiModal_Prompt-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Classification-green) ![](https://img.shields.io/badge/Pixel_Level-orange)
- [Paper - duan/DG-SCT)] ![](https://img.shields.io/badge/DG-SCT-blue) ![](https://img.shields.io/badge/Audio-visual_Understanding-green) ![](https://img.shields.io/badge/MultiModal_Prompt-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Point_Cloud-green) ![](https://img.shields.io/badge/Embedding_Level-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Classification-green) ![](https://img.shields.io/badge/Embedding_Level-orange)
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Prefix Tuning
- [Paper - blue) ![](https://img.shields.io/badge/Few_Shot_Learning-green)
- [Paper - blue) ![](https://img.shields.io/badge/Continua_lLearning-green) ![](https://img.shields.io/badge/Framework-orange)
- [Paper - blue)
- [Paper - blue) ![](https://img.shields.io/badge/Few_Shot_Learning-green)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Recognition-green)
- [Paper - blue) ![](https://img.shields.io/badge/Continua_lLearning-green) ![](https://img.shields.io/badge/Framework-orange)
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Side Tuning
- [Paper - blue) ![](https://img.shields.io/badge/Param_Efficient-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Temporal_Action_Detection-green) ![](https://img.shields.io/badge/Param&Memory_Efficient-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Image_and_Video_Classification-green) ![](https://img.shields.io/badge/Param&Memory&Time&Inference_Efficient-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Classification-green) ![](https://img.shields.io/badge/Param&Memory_Efficient-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Temporal_Action_Localization-green) ![](https://img.shields.io/badge/Param&Memory_Efficient-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Param_Efficient-orange)
- [Paper - Side-Tuning)] ![](https://img.shields.io/badge/LST-blue) ![](https://img.shields.io/badge/Cross_Modal-green) ![](https://img.shields.io/badge/Param&Memory_Efficient-orange)
- [Paper - Adapter)] ![](https://img.shields.io/badge/ViT_Adapter-blue) ![](https://img.shields.io/badge/Dense_Prediction-green) ![](https://img.shields.io/badge/Param_Efficient-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Dense_Prediction-green) ![](https://img.shields.io/badge/Param_Efficient-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Classification-green) ![](https://img.shields.io/badge/Param&Memory_Efficient-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Classification-green) ![](https://img.shields.io/badge/Param&Memory_Efficient-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Temporal_Action_Localization-green) ![](https://img.shields.io/badge/Param&Memory_Efficient-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Dense_Prediction-green) ![](https://img.shields.io/badge/Param&Memory_Efficient-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Referring_Image_Segmentation-green) ![](https://img.shields.io/badge/Param_Efficient-orange)
- [Paper - LST)] ![](https://img.shields.io/badge/SAM_LST-blue) ![](https://img.shields.io/badge/Dense_Prediction-green) ![](https://img.shields.io/badge/Param&Memory_Efficient-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Vision_Language_&_GLUE_Task-green) ![](https://img.shields.io/badge/Param&Memory_Efficient-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Temporal_Action_Detection-green) ![](https://img.shields.io/badge/Param&Memory_Efficient-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Vision_Language_&_GLUE_Task-green) ![](https://img.shields.io/badge/Param&Memory_Efficient-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Image_and_Video_Classification-green) ![](https://img.shields.io/badge/Param&Memory&Time&Inference_Efficient-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Classification-green) ![](https://img.shields.io/badge/Param&Memory_Efficient-orange)
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Specification Tuning
- [Paper - blue) ![](https://img.shields.io/badge/Bias_Tuning-orange)
- [Paper - Better)]
- [Paper - blue) ![](https://img.shields.io/badge/Bias_Tuning-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Bias_Tuning-orange)
- [Paper - blue) ![](https://img.shields.io/badge/LayerNorm_Tuning-orange)
- [Paper - pytorch)] ![](https://img.shields.io/badge/DiffFit-blue) ![](https://img.shields.io/badge/Generate_Task-green) ![](https://img.shields.io/badge/Bias_Tuning-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Classification-green) ![](https://img.shields.io/badge/Importance_Parameter_Tuning-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Classification-green) ![](https://img.shields.io/badge/Importance_Parameter_Tuning-orange)
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Reparameter Tuning
- [Paper - Group/DnA)] ![](https://img.shields.io/badge/DnA-blue) ![](https://img.shields.io/badge/Image_Classification-green) ![](https://img.shields.io/badge/Weight_Tuning-orange)
- [Paper - Group/DnA)] ![](https://img.shields.io/badge/DnA-blue) ![](https://img.shields.io/badge/Image_Classification-green) ![](https://img.shields.io/badge/Weight_Tuning-orange)
- [Paper - Group/DnA)] ![](https://img.shields.io/badge/DnA-blue) ![](https://img.shields.io/badge/Image_Classification-green) ![](https://img.shields.io/badge/Weight_Tuning-orange)
- [Paper - Group/DnA)] ![](https://img.shields.io/badge/DnA-blue) ![](https://img.shields.io/badge/Image_Classification-green) ![](https://img.shields.io/badge/Weight_Tuning-orange)
- [Paper - Group/DnA)] ![](https://img.shields.io/badge/DnA-blue) ![](https://img.shields.io/badge/Image_Classification-green) ![](https://img.shields.io/badge/Weight_Tuning-orange)
- [Paper - Group/DnA)] ![](https://img.shields.io/badge/DnA-blue) ![](https://img.shields.io/badge/Image_Classification-green) ![](https://img.shields.io/badge/Weight_Tuning-orange)
- [Paper - Group/DnA)] ![](https://img.shields.io/badge/DnA-blue) ![](https://img.shields.io/badge/Image_Classification-green) ![](https://img.shields.io/badge/Weight_Tuning-orange)
- [Paper - Group/DnA)] ![](https://img.shields.io/badge/DnA-blue) ![](https://img.shields.io/badge/Image_Classification-green) ![](https://img.shields.io/badge/Weight_Tuning-orange)
- [Paper - Group/DnA)] ![](https://img.shields.io/badge/DnA-blue) ![](https://img.shields.io/badge/Image_Classification-green) ![](https://img.shields.io/badge/Weight_Tuning-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Classification-green) ![](https://img.shields.io/badge/Adapter_Reparameter-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Classification-green) ![](https://img.shields.io/badge/MLP_Tuning-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Weight_Tuning-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Classification-green) ![](https://img.shields.io/badge/Tensorization_Decomposition-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Dense_Prediction-green) ![](https://img.shields.io/badge/Weight_Tuning-orange)
- [Paper - blue) ![](https://img.shields.io/badge/DiffusionModel-green) ![](https://img.shields.io/badge/Weight_Tuning-orange)
- [Paper - Chen/EFFT-EFfective-Factor-Tuning)] ![](https://img.shields.io/badge/EFFT-blue) ![](https://img.shields.io/badge/Image_Classification-green) ![](https://img.shields.io/badge/Tensorization_Decomposition-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Classification-green) ![](https://img.shields.io/badge/Weight_Tuning-orange)
- [Paper - ai-lab/PEViT)] ![](https://img.shields.io/badge/KAdaptation-blue) ![](https://img.shields.io/badge/Image_Classification-green) ![](https://img.shields.io/badge/Weight_Tuning-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Weight_Tuning-orange)
- [Paper - Group/DnA)] ![](https://img.shields.io/badge/DnA-blue) ![](https://img.shields.io/badge/Image_Classification-green) ![](https://img.shields.io/badge/Weight_Tuning-orange)
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Unified Tuning
- [Paper - blue) ![](https://img.shields.io/badge/Image_Recognition-green) ![](https://img.shields.io/badge/Unified_View-orange)
- [Paper - parameter-efficient-tuning)] ![](https://img.shields.io/badge/Unified_View-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Recognition-green) ![](https://img.shields.io/badge/Framework-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Recognition-green) ![](https://img.shields.io/badge/Unified_View-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Continual_Learning-green) ![](https://img.shields.io/badge/Framework-orange)
- [Paper - blue) ![](https://img.shields.io/badge/Image_Recognition-green) ![](https://img.shields.io/badge/Framework-orange)
- [Paper - PETL)] ![](https://img.shields.io/badge/V_PETL-blue) ![](https://img.shields.io/badge/Video_Recognition-green) ![](https://img.shields.io/badge/Unified_View-orange)
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<p align=center>๐๐๐ฎ๐ผ๐ธ๐ถ๐ฎ ๐๐ช๐ป๐ช๐ถ๐ฎ๐ฝ๐ฎ๐ป-๐๐ฏ๐ฏ๐ฒ๐ฌ๐ฒ๐ฎ๐ท๐ฝ ๐ฃ๐ป๐ช๐ท๐ผ๐ฏ๐ฎ๐ป ๐๐ฎ๐ช๐ป๐ท๐ฒ๐ท๐ฐ</p>
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๐ฌ <span id="head1"> *Keywords* </span>
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๐ฏ <span id="head1"> *Datasets of Visual PETL* </span>
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Unified Tuning
- Visual prompt tuning - Grained Visual Classification tasks. |
- A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark - 1k consists of 19 diverse visual classification tasks.|
- The kinetics human action video dataset. - OA3Y50OWtPJ/view?usp=sharing) | Video Action Recognition|
- The โsomething somethingโ Video Database for Learning and Evaluating Visual Common Sense - datasets/something-something) | Video Action Recognition|
- HMDB:ALargeVideo Database for Human Motion Recognition - lab.clps.brown.edu/resource/hmdb-a-large-human-motion-database/) | Video Action Recognition|
- RESOUND: Towards Action Recognition without Representation Bias
- UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild
- Microsoft COCO: Common Objects in Context
- Semantic Understanding of Scenes through the ADE20K Dataset
- The Pascal Visual Object Classes Challenge: A Retrospective
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Categories
๐ <span id="head1"> *Papers* </span>
120
๐ฏ <span id="head1"> *Datasets of Visual PETL* </span>
10
<p align=center>๐๐๐ฎ๐ผ๐ธ๐ถ๐ฎ ๐๐ช๐ป๐ช๐ถ๐ฎ๐ฝ๐ฎ๐ป-๐๐ฏ๐ฏ๐ฒ๐ฌ๐ฒ๐ฎ๐ท๐ฝ ๐ฃ๐ป๐ช๐ท๐ผ๐ฏ๐ฎ๐ป ๐๐ฎ๐ช๐ป๐ท๐ฒ๐ท๐ฐ</p>
6
๐ฌ <span id="head1"> *Keywords* </span>
3