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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: 2 days ago
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  • ๐ŸŒ <span id="head1"> *Papers* </span>

    • Adapter Tuning

      • [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/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/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)]
    • 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 - anything)] ![](https://img.shields.io/badge/DPT-blue) ![](https://img.shields.io/badge/Dense_Prediction-green)
      • [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)
    • 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)
    • 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)
    • 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)
    • 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 - 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 - 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 - 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/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 - 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/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 - 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 - 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/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)
    • Unified Tuning

      • [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/Image_Recognition-green) ![](https://img.shields.io/badge/Framework-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)
  • <p align=center>๐“๐”€๐“ฎ๐“ผ๐“ธ๐“ถ๐“ฎ ๐“Ÿ๐“ช๐“ป๐“ช๐“ถ๐“ฎ๐“ฝ๐“ฎ๐“ป-๐“”๐“ฏ๐“ฏ๐“ฒ๐“ฌ๐“ฒ๐“ฎ๐“ท๐“ฝ ๐“ฃ๐“ป๐“ช๐“ท๐“ผ๐“ฏ๐“ฎ๐“ป ๐“›๐“ฎ๐“ช๐“ป๐“ท๐“ฒ๐“ท๐“ฐ</p>

  • ๐Ÿ’ฌ <span id="head1"> *Keywords* </span>

  • ๐ŸŽฏ <span id="head1"> *Datasets of Visual PETL* </span>