Publications

2025

1. 

   Test-Time Low-Rank Adaptation via Confidence Maximization for Zero-Shot Generalization of Vision-Language Models

   Raza Imam ,  Hanan Gani ,  Muhammad Huzaifa , and 1 more author

   WACV, 2025

   Bib PDF Code

   @article{imam2024testtimelowrankadaptation,
     title = {Test-Time Low-Rank Adaptation via Confidence Maximization for Zero-Shot Generalization of Vision-Language Models},
     author = {Imam, Raza and Gani, Hanan and Huzaifa, Muhammad and Nandakumar, Karthik},
     journal = {WACV},
     year = {2025},
   }

2024

1. 

   EFSA: Episodic Few-Shot Adaptation for Text-to-Image Retrieval

   Muhammad Huzaifa ,  and  Yova Kementchedjhieva

   2024

   Bib PDF

   @article{huzaifa2024efsaepisodicfewshotadaptation,
     title = {EFSA: Episodic Few-Shot Adaptation for Text-to-Image Retrieval},
     author = {Huzaifa, Muhammad and Kementchedjhieva, Yova},
     year = {2024},
   }

2. 

   ObjectCompose: Evaluating Resilience of Vision-Based Models on Object-to-Background Compositional Changes

   Hashmat Shadab Malik* ,  Muhammad Huzaifa* ,  Muzzamal Naseer , and 2 more authors

   ACCV, 2024

   Bib PDF Code Website

   @article{malik2024objectcompose,
     title = {ObjectCompose: Evaluating Resilience of Vision-Based Models on Object-to-Background Compositional Changes},
     author = {Malik*, Hashmat Shadab and Huzaifa*, Muhammad and Naseer, Muzzamal and Khan, Salman and Khan, Fahad Shahbaz},
     journal = {ACCV},
     year = {2024},
     presentation = {https://drive.google.com/file/d/1QtKMByp8nZDU-SwzFm-KzLm5Z1oXizXw/view?usp=sharing},
   }

2023

1. 

   On enhancing the robustness of vision transformers in medical imaging: Defensive diffusion

   Raza Imam* ,  Muhammad Huzaifa* ,  and  Mohammed El Amine Azz

   In 27th Conference on Medical Image Understanding and Analysis 2023 , 2023

   Bib PDF Code

   @inproceedings{raza2023enhancing,
     title = {On enhancing the robustness of vision transformers in medical imaging: Defensive diffusion},
     author = {Imam*, Raza and Huzaifa*, Muhammad and Amine Azz, Mohammed El},
     booktitle = {27th Conference on Medical Image Understanding and Analysis 2023},
     pages = {235},
     year = {2023},
   }

2. 

   Domain Adaptable Fine-Tune Distillation Framework For Advancing Farm Surveillance

   Raza Imam ,  Muhammad Huzaifa ,  Nabil Mansour , and 2 more authors

   arXiv:2210.03117, 2023

   Bib PDF Code

   @article{imam2024domain,
     title = {Domain Adaptable Fine-Tune Distillation Framework For Advancing Farm Surveillance},
     author = {Imam, Raza and Huzaifa, Muhammad and Mansour, Nabil and Bano Mirza, Shaher and Lamghari, Fouad},
     journal = {arXiv:2210.03117},
     year = {2023},
   }