Publications

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  • Visualoverload: Probing visual understanding of vlms in really dense scenes CVPR 2026

    Paul Gavrikov, Wei Lin, M Jehanzeb Mirza, Soumya Jahagirdar, Muhammad Huzaifa, Sivan Doveh, Serena Yeung-Levy, James Glass, Hilde Kuehne

    arXiv Code

  • EFSA: Episodic Few-Shot Adaptation for Text-to-Image Retrieval WACV 2025

    Muhammad Huzaifa, Yova Kementchedjhieva

    arXiv Code

  • Test-Time Low Rank Adaptation via Confidence Maximization for Zero-Shot Generalization of Vision-Language Models WACV 2025

    Raza Imam, Hanan Gani, Muhammad Huzaifa, Karthik Nandakumar

    arXiv Code

  • ObjectCompose: Evaluating Resilience of Vision-Based Models on Object-to-Background Compositional Changes ACCV 2024

    Hashmat Shadab Malik*, Muhammad Huzaifa*, Muzammal Naseer, Salman Khan, Fahad Shahbaz Khan

    arXiv Code

  • On Enhancing the Robustness of Vision Transformers: Defensive Diffusion MIUA 2023

    Raza Imam, Muhammad Huzaifa, Mohammed El-Amine Azz

    arXiv Code