Author

Md. Rabiul Islam

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Preprint Aug 2026

Prompt-Conditioned Channel Attention for Hierarchical Feature Modulation toward Anatomy-Agnostic Segmentation

Anatomically plausible segmentation remains challenging because of low contrast, ambiguous boundaries, and modality-specific artifacts. Interactive segmentation has emerged as a promising strategy to guide feature extraction and improve localization, particularly in structurally ambiguous regions. However, existing met...

Mosharof Hossain, Md. Rabiul Islam, Limon Halder et al. · 0 citations

Preprint Aug 2026

ConfTriage: A Calibration-Aware LLM Triage Framework for Pulmonary Nodule Malignancy with Selective Specialist Deferral

Results demonstrate that clinically meaningful diagnostic information can be captured through structured radiological descriptions and leveraged by calibrated LLMs for selective referral, and suggests a practical pathway for combining generalist LLM prediction with specialist AI models in medical decision-support syste...

Md. Rabiul Islam, Samir Abdaljalil, E. Serpedin et al. · 0 citations