Publications

Journal

  • “Fast Enhanced CT Metal Artifact Reduction using Data Domain Deep Learning”, M. U. Ghani and W. C. Karl, in IEEE Transactions on Computational Imaging.
    IEEE Xplore     arXiv    Github    CodeOcean
  • “Nonparametric Joint Shape and Feature Priors for Image Segmentation” Ertunc Erdil, Muhammad Usman Ghani, Lavdie Rada, Ali Özgür Argunsah, Devrim Unay, Tolga Tasdizen, and Müjdat Cetin. IEEE Transactions on Image Processing.
  • “Shape and appearance features based dendritic spine classification” Muhammad Usman Ghani, Fitsum Mesadi, Sumeyra Demir Kanik, Ali Özgür Argunsah, Anna Felicity Hobbiss, Inbal Israely, Devrim Unay, Tolga Tasdizen, and Müjdat Cetin. Journal of Neuroscience Methods.

Conference

  • “Integrating Data and Image Domain Deep Learning for Limited Angle Tomography using Consensus Equilibrium“, M. U. Ghani and W. C. Karl, in proceedings of IEEE ICCV Workshop on Learning for Computational Imaging 2019. arXiv
  • “Dendritic Spine Shape Analysis: A Clustering Perspective” Muhammad Usman Ghani, Ertunç Erdil, Sumeyra Demir Kanık, Ali Özgür Argunşah, Anna Felicity Hobbiss, Inbal Israely, Devrim Ünay, Tolga Taşdizen, Müjdat Çetin BioImage Computing Workshop at European Conference on Computer Vision (ECCV), 2016, Amsterdam [PDF]
  • “Dendritic Spine Classification based on Two-Photon Microscopic Images using Sparse Representation” Muhammad Usman Ghani, Sümeyra Demir Kanık, Ali Özgür Argunşah, Inbal Israely, Devrim Ünay, Müjdat Çetin IEEE 24st International Conference on Signal Processing, Communications Applications, 2016, Zonguldak  [PDF]

  • “Dendritic Spine Shape Analysis using Disjunctive Normal Shape Models” Muhammad Usman Ghani, Fitsum Mesadi, Sümeyra Demir Kanık, Ali Özgür Argunşah, Inbal Israely, Devrim Ünay, Tolga Taşdizen, Müjdat Çetin IEEE International Symposium on BIOMEDICAL IMAGING: From Nano to Macro (ISBI), 2016, Prague [PDF]

  • “On Comparison of Manifold Learning Techniques for Dendritic Spine Classification” Muhammad Usman Ghani, Ali Özgür Argunşah, Inbal Israely, Devrim Ünay, Tolga Taşdizen, Müjdat Çetin IEEE International Symposium on BIOMEDICAL IMAGING: From Nano to Macro (ISBI), 2016, Prague [PDF]

  •  M. U. Ghani, S. D. Kanık, A. Ö. Argunşah, T. Taşdizen, D. Ünay, M. Çetin, “Dendritic Spine Shape Classification from Two-Photon Microscopy Images” in IEEE 23rd International Conference on Signal Processing, Communications Applications, Malatya (Turkey), 2015. PDF
  • S. S. Ali and M. U. Ghani, “Handwritten Digit Recognition using DCT and HMMs,” in 12th International Conference on Frontiers, Islamabad, Pakistan., 2014. PDF
  •  M. U. Ghani, S. Chaudhry, M. Sohail and M. N. Geelani, “GazePointer: A Real Time Mouse Pointer Control Based on Eye Gaze Tracking,” in 16th IEEE International Multi topic Conference (INMIC) 2013, Lahore, 2013. PDF

Magazine

  • M. U. Ghani, M. A. Siddique, “GazePointer: Computer Vision Based Eye Gaze Tracking for Human-Computer Interaction,” IEEE-HKN The Bridge, November 2014. PDF

MS Thesis

  • Dendritic Spine Shape Analysis based on Two-Photon Microscopy Images. MS Thesis, advised by Mujdat Cetin, Sabanci University, Istanbul, Turkey. PDF

BS Senior Year Project

  • GazePointer: A Real Time Mouse Pointer Control Based on Eye Gaze Tracking. Final Year Project, COMSATS Institute of IT, Pakistan. PDF