12 citations · 12 across the 5 of their papers we have counts for
6 papers
Class-Conditioned Gaussian Mixture Modeling for Imbalanced Time Series Quantification
Md Shahriar Kabir, Mayesha Maliha R. Mithila, Anne H. H. Ngu +2
Quantification, estimating class prevalences in bags of unlabeled instances is vital in domains where aggregate statistics are more important than individual instance labels, such…
Towards Standardized Light Field Quality Assessment: Hybrid Subjective Benchmarking and Objective Metric Evaluation
Saeed Mahmoudpour, Mylene C. Q. Farias, Gi-Mun Um +6
Benchmarking immersive media coding solutions, especially in the standardization context, requires reliable and reproducible subjective quality assessment (QA) procedures, along wi…
DAL-PCQA: Enabling Distortion-Level and Language-Driven Reasoning for Point Cloud Quality Assessment
Swarna Chakraborty, Gabriel De Castro Araújo, Syeda Tasmi Faria +2
Point Cloud Quality Assessment (PCQA) methods typically predict scalar Mean Opinion Scores (MOS), which quantify overall perceptual degradation but do not reveal its causes. In con…
Multimodal Confidence Modeling in Audio-Visual Quality Assessment
Mayesha Maliha R. Mithila, Mylene C. Q. Farias
Audio-visual quality assessment (AVQA) is essential for streaming, teleconferencing, and immersive media. In realistic streaming scenarios, distortions are often asymmetric, where…
MS-SCANet: A Multiscale Transformer-Based Architecture with Dual Attention for No-Reference Image Quality Assessment
Mayesha Maliha R. Mithila, Mylene C. Q. Farias
We present the Multi-Scale Spatial Channel Attention Network (MS-SCANet), a transformer-based architecture designed for no-reference image quality assessment (IQA). MS-SCANet featu…
Convolutions Need Registers Too: HVS-Inspired Dynamic Attention for Video Quality Assessment
Mayesha Maliha R. Mithila, Mylene C. Q. Farias
No-reference video quality assessment (NR-VQA) estimates perceptual quality without a reference video, which is often challenging. While recent techniques leverage saliency or tran…