Research
This page summarizes my research experience and scholarly work.
Multimodal Confidence Modeling in Audio Visual Quality Assessment
- Keywords: Audio-visual quality assessment, Modality confidence modeling, Asymmetric distortions, Cross-modal attention
- Authors: Mayesha Maliha Rahman Mithila, Mylene C.Q. Farias
- Link: arxiv preprint
Class-Conditioned Gaussian Mixture Modeling for Imbalanced Time Series Quantification
- Keywords: Quantification, Imbalanced Data, Time Series Analysis, Biomedical Signals, Gaussian Mixture Models, Latent Representations
- Authors: Md Shahriar Kabir, Mayesha Maliha R. Mithila, Anne H. H. Ngu, Mylène C.Q. Farias, and Byron Gao
- Link: To appear.
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, Mylene C.Q. Farias
- Link: ACM Digital Library
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
- Link: IEEE Xplore Digital Library
Research Interests
My research interests include but are not limited to:
- Audiovisual Quality Assessment
- Image and Video Quality Assessment
- Visual Attention
- Deep Learning