6 papers
Severity-Channel Conditioning: An Injection-Level Study for Consumer-Device Deblurring
Abdullah Al Shafi, Kazi Saeed Alam, Sumaiya Rahim Suma +1
Motion-deblurring models lose substantial accuracy when transferred from professional cameras to smartphone-derived imagery. This paper studies whether a severity descriptor, partl…
Attention-Enhanced Dual-Branch ConvNeXt-BiLSTM Network for Subject-Independent EEG Seizure Detection
Maimuna Chowdhury, Sk. Imran Hossain
Automated seizure detection from scalp electroencephalography (EEG) is difficult because seizure morphology varies among patients and seizure samples are substantially outnumbered…
BTI-Net: Bidirectional Decoder-Level Task Interaction via Uncertainty-Aware Gating for Multi-Task Medical Image Analysis
Abdullah Al Shafi, Md Kawsar Mahmud Khan Zunayed, Safin Ahmmed +2
Jointly learning to segment and classify medical images demands cross-task synergy, yet encoder-sharing architectures limit decoder reconstruction to task-private representations,…
DASH: Dual-Branch Score Distillation for Guidance-Calibrated Compact Diffusion Models
Abdullah Al Shafi, Kazi Saeed Alam, Sk Imran Hossain +1
Parameter compression of class-conditional diffusion models exposes a structural limitation in output-level distillation: supervising only the guided output leaves the two score br…
StanceMoE: Mixture-of-Experts Architecture for Stance Detection
Abdullah Al Shafi, Md. Milon Islam, Sk. Imran Hossain +1
Actor-level stance detection aims to determine an author expressed position toward specific geopolitical actors mentioned or implicated in a text. Although transformer-based models…
Adaptive Bidirectional Task Interaction for Joint Segmentation and Classification of Breast Ultrasound
Abdullah Al Shafi, Md Kawsar Mahmud Khan Zunayed, Safin Ahmmed +2
Joint lesion segmentation and tissue classification in breast ultrasound are usually trained with a shared encoder, so the two branches stop exchanging information once their decod…