Research
This page summarizes my research experience and scholarly work.
Convolutions Need Registers Too — HVS‑Inspired Dynamic Attention for Video Quality Assessment
- Keywords: Video Quality Assessment, No‑Reference VQA, Dynamic Attention, Register Tokens, Human Visual System
- Authors: Mayesha Maliha Rahman Mithila, Dr. Mylene C.Q. Farias
- Status: Under review at ACM Multimedia Systems Conference (MMSys), 2026.
MS‑SCANet: A Multiscale Transformer‑Based Architecture with Dual Attention for No‑Reference Image Quality Assessment
- Keywords: Image Quality Assessment, Multi‑scale Attention, Cross‑branch Attention, Channel Attention
- Authors: Mayesha Maliha Rahman Mithila, Dr. Mylene C.Q. Farias
- Citation: M. M. R. Mithila and M. C. Q. Farias, “MS‑SCANet: A Multiscale Transformer‑Based Architecture with Dual Attention for No‑Reference Image Quality Assessment,” ICASSP 2025 – IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Hyderabad, India, 2025, pp. 1–5.
Research Interests
My research interests include but are not limited to:
- Audiovisual Quality Assessment
- Image and Video Quality Assessment
- Visual Attention
- Deep Learning