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

Apr 30, 2024	Serving as a reviewer at ECCV’24
Mar 10, 2024	We have released “ObjectCompose: Evaluating Resilience of Vision-Based Models on Object-to-Background Compositional Changes”. More details at Project Page
Feb 10, 2024	We have released “Domain Adaptable Fine-Tune Distillation Framework For Advancing Farm Surveillance”. More details Project Paper Project Code
Aug 10, 2023	Serving as a Teaching assistant for Machine Learning (ML701), Deep Learning(AI703), Artificial Intelligence (AI701) courses
Jul 16, 2023	Completed my internship as Visiting Researcher at Fujairah Research Center, UAE

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* , Naseer Muzzamal , and 2 more authors

arXiv:2403.04701, 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 Muzzamal, Naseer and Khan, Salman and Khan, Fahad Shahbaz},
  journal = {arXiv:2403.04701},
  year = {2024},
  presentation = {https://drive.google.com/file/d/1QtKMByp8nZDU-SwzFm-KzLm5Z1oXizXw/view?usp=sharing},
}

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},
}

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},
}