Muhammad Huzaifa

Masdar City, Abu Dhabi

Hi, I am Muhammad Huzaifa, a Machine Learning Master research student, affilated with IVAL at Mohamed Bin Zayed University of Artificial Intelligence (MBZUAI). I am working under the supervision of Dr. Salman Khan and Dr. Fahad Khan. I am also grateful to be supervised and mentored by Dr. Muzammal Naseer.

My research focuses on investigating robust visual perception through techniques such as adversarial machine learning and representation learning. Additionally, I explore the adaptation of multi-modal models for vision tasks such as image recognition, object detection, and image captioning, especially in scenarios with limited data, including few-/zero-shot learning setups.

Email / Google Scholar / Github / Twitter / CV

News

Oct 29, 2024	Test-Time Low Rank Adaptation via Confidence Maximization for Zero-Shot Generalization Accepted at WACV, 2025
Sep 15, 2024	ObjectCompose Accepted at ACCV for oral presentation!
Aug 14, 2024	Serving as a reviewer at WACV’25
Jul 27, 2024	We have released Test-Time Low Rank Adaptation via Confidence Maximization for Zero-Shot Generalization of Vision-Language Models
Apr 30, 2024	Serving as a reviewer at ECCV’24

View all news

Selected publications

* denotes joint first authors

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},
}

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},
}

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},
}