Neural network pruning

Neural network quantization

Neural image compression

Deep learning for computer vision

Adversarial machine learning

Federated machine learning

Reinforcement learning for autonomous vehicles

M. A. F. Hossain, Z. Duan, Y. Huang and F. Zhu, "Flexible Variable-Rate Image Feature Compression for Edge-Cloud Systems," 2023 IEEE International Conference on Multimedia and Expo Workshops (ICMEW), Brisbane, Australia, 2023, pp. 182-187, doi: 10.1109/ICMEW59549.2023.00038. 

M. Ali, M. A. F. Hossain, M. I. Sukanya and R. Chakraborty, "Real-time Density-Based Dynamic Traffic Light Controller Using FPGA," 2021 IEEE International Women in Engineering (WIE) Conference on Electrical and Computer Engineering (WIECON-ECE), Dhaka, Bangladesh, 2021, pp. 25-28, doi: 10.1109/WIECON-ECE54711.2021.9829691. 

N. Rashid, M. A. Faisal Hossain, M. Ali, M. I. Sukanya, T. Mahmud and S. A. Fattah, "Transfer Learning Based Method for COVID-19 Detection From Chest X-ray Images," 2020 IEEE REGION 10 CONFERENCE (TENCON), Osaka, Japan, 2020, pp. 585-590, doi: 10.1109/TENCON50793.2020.9293850.

Alam, Md Jahin, Mir Sayeed Mohammad, Md Adnan Faisal Hossain, Ishtiaque Ahmed Showmik, Munshi Sanowar Raihan, Shahed Ahmed, and Talha Ibn Mahmud. "S2C-DeLeNet: A parameter transfer based segmentation-classification integration for detecting skin cancer lesions from dermoscopic images." Computers in Biology and Medicine 150 (2022): 106148. 

Rashid, Nayeeb, Md Adnan Faisal Hossain, Mohammad Ali, Mumtahina Islam Sukanya, Tanvir Mahmud, and Shaikh Anowarul Fattah. "AutoCovNet: Unsupervised feature learning using autoencoder and feature merging for detection of COVID-19 from chest X-ray images." biocybernetics and biomedical engineering 41, no. 4 (2021): 1685-1701.