Publications

2026

1. 

   Orthogonal Polynomial Approximation for Matrix Log Normalization in Global Covariance Pooling

   Md Rifat Ur Rahman, Md Raihan Khan, Md Sakib Hossain Shovon, Pietro Liò, and Mohammad Ali Moni

   In British Machine Vision Conference (BMVC), 2026

   Accepted at BMVC 2026 · Accepted August 21, 2026

   Abs Bib

   An efficient approximation of matrix logarithm normalization for global covariance pooling using orthogonal polynomial formulations.

   @inproceedings{rahman2026orthogonal,
     title = {Orthogonal Polynomial Approximation for Matrix Log Normalization in Global Covariance Pooling},
     author = {Rahman, Md Rifat Ur and Khan, Md Raihan and Hossain Shovon, Md Sakib and Li{\`o}, Pietro and Moni, Mohammad Ali},
     booktitle = {British Machine Vision Conference (BMVC)},
     year = {2026},
     note = {Accepted at BMVC 2026 · Accepted August 21, 2026},
   }

2024

1. 

   From Image to Language: A Critical Analysis of Visual Question Answering Approaches, Challenges, and Opportunities

   M. F. Ishmam, Md Sakib Hossain Shovon, M. F. Mridha, and N. Dey

   Information Fusion, 2024

   Published January 28, 2024

   Abs Bib

   A critical study of visual question answering architectures, multimodal reasoning strategies, limitations, and future research opportunities.

   @article{ishmam2024image,
     title = {From Image to Language: A Critical Analysis of Visual Question Answering Approaches, Challenges, and Opportunities},
     author = {Ishmam, M. F. and Hossain Shovon, Md Sakib and Mridha, M. F. and Dey, N.},
     journal = {Information Fusion},
     year = {2024},
     note = {Published January 28, 2024},
   }