Author

M. H. Al Banna

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#machine learning Preprint Sep 2026

Multimodal Routing and Region Refinement for Language-Guided Medical Image Segmentation

Textual descriptions can reduce ambiguity in medical image segmentation by specifying the finding and location to be delineated. Existing text-guided methods mainly improve where image and language features interact but generally retain a single learned update pathway across all image-text pairs. We propose MRSeg, a pa...

Md. Maklachur Rahman, M. H. Al Banna, Saraf Anjum et al. · 0 citations

Preprint Aug 2026

GET: Generative Embedding Translation for Medical Image Segmentation

Generative Embedding Translation (GET), a structured embedding-translation framework that progressively transforms image embeddings into mask embeddings within the frozen latent space of a Stable Diffusion VAE, is proposed.

Md. Maklachur Rahman, M. H. Al Banna, Saraf Anjum et al. · 0 citations

Open access Aug 2026

Anemia prevalence and its association with dietary diversity, tea consumption, body mass index, and medical history among female university students in southern coastal Bangladesh

Anemia is a significant public health concern among female university students in Bangladesh, and the situation may be worse in coastal areas due to socioeconomic and environmental factors. The purpose of this study was to assess the prevalence and associated factors of anemia among female students in southern coastal...

Sumaia Sahrin, M. H. Al Banna, J. K. Tetteh et al. · Discover Public Health · 0 citations